{"id":4726,"date":"2026-06-15T16:45:55","date_gmt":"2026-06-15T13:45:55","guid":{"rendered":"https:\/\/mccloud.global\/pl\/?page_id=4726"},"modified":"2026-09-26T22:24:01","modified_gmt":"2026-09-26T19:24:01","slug":"ai-ml-development-services","status":"publish","type":"page","link":"https:\/\/mccloud.global\/pl\/ai-ml-development-services\/","title":{"rendered":"Projektowanie AI\/ML"},"content":{"rendered":"\n<section id=\"clients-marquee-block_adcb3294411fc25166ec101e68e92522\" class=\"mccloud-clients-marquee\">\n\t<div class=\"mccloud-clients-marquee__heading container\">\n\t\t<h2 class=\"mccloud-clients-marquee__title\">Nasi klienci:<\/h2>\n\t<\/div>\n\n\t\t\t<div class=\"mccloud-clients-marquee__slider\" data-mc-slider=\"clients-marquee\" aria-label=\"Nasi klienci:\">\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"287\" height=\"63\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/08\/simtel-logo-cropped.jpg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"420\" height=\"172\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/08\/lipasso-logo.png\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"420\" height=\"176\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/08\/karpaten-turism.png\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"118\" height=\"72\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/03\/image-1.png\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"260\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client12.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client12.jpeg 260w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client12-235x235.jpeg 235w\" sizes=\"auto, (max-width: 260px) 100vw, 260px\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"128\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client8.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"53\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client6.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"200\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client4.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"650\" height=\"102\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client14.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client14.jpeg 650w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client14-420x66.jpeg 420w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"116\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client15.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"208\" height=\"40\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/03\/image.png\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"51\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client2.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"mccloud-clients-marquee__slide\">\n\t\t\t\t\t<img width=\"260\" height=\"41\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/client11.jpeg\" class=\"mccloud-clients-marquee__logo\" alt=\"\" loading=\"lazy\" decoding=\"async\" \/>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/section>\n\n\n<div class=\"flex self-center w-full justify-center text-center\">\n      <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">Zderzenie z rzeczywisto\u015bci\u0105 Enterprise AI<\/h2>\n  <\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Ka\u017cdy chce mie\u0107 strategi\u0119 AI, ale niewiele organizacji ma ochot\u0119 mierzy\u0107 si\u0119 z logistyk\u0105 jej faktycznego wdro\u017cenia.<br> Aby przenie\u015b\u0107 projekt AI z fazy pilota\u017cowej do produkcyjnej we wsp\u00f3\u0142pracy z do\u015bwiadczon\u0105 artificial intelligence development company, musisz rozwi\u0105za\u0107 trzy trudne problemy:<br><\/p>\n\n\n\n<div class=\"container mccloud-custom-icon-boxes\" id=\"cib-6ab86185c50ad\"\n     style=\"--cib-next-spacing: 64px; --cib-next-spacing-tablet: 51px; --cib-next-spacing-mobile: 32px; --cib-overlap: 160px; --cib-overlap-tablet: 120px; --cib-overlap-mobile: 80px;\">\n    <div class=\"mccloud-custom-icon-boxes__surface rounded-4 2xl:pt-11 flex flex-col gap-6 items-center p-4\"\n         style=\"background-color: \">\n\t\t\t\n\t\t\t\n\t\t\t\n        <div class=\"arrows-container md:my- my-2 flex flex-row justify-end rounded-2 w-full gap-2 lg:hidden max-w-[830px]\">\n            <div class='adv-arrow-prev arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer'>\n                <img src='https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-left.svg' alt='prev'>\n            <\/div>\n            <div class='adv-arrow-next arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer'>\n                <img src='https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-right.svg' alt='next'>\n            <\/div>\n        <\/div>\n\n        <div class=\"w-full \">\n            <div\n                    class=\"advantages-slider lg:grid lg:grid-cols-3 lg:gap-4 w-full\"\n                    data-mc-slider=\"mobile-single\"\n                    data-mc-slider-mobile-only=\"true\"\n                    data-mc-slider-prev=\"#cib-6ab86185c50ad .adv-arrow-prev\"\n                    data-mc-slider-next=\"#cib-6ab86185c50ad .adv-arrow-next\"\n            >\n\t\t\t\t\t\t\t\n\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/education-icon.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\tLuka kompetencyjna                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Twoi in\u017cynierowie ju\u017c teraz s\u0105 przeci\u0105\u017ceni. Nie zostan\u0105 ekspertami od architektury RAG i platformy Gemini Enterprise Agent z dnia na dzie\u0144.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/security.png' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\tOchrona danych                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Nie mo\u017cesz po prostu karmi\u0107 publicznych modeli LLM tajemnicami swojej firmy. Twoje dane handlowe musz\u0105 pozosta\u0107 wy\u0142\u0105cznie Twoj\u0105 w\u0142asno\u015bci\u0105.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/04\/finance-img.png' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\tWalidacja ROI                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Nikt nie chce wydawa\u0107 pieni\u0119dzy tylko dlatego, \u017ce \u201etak napisali w internecie\u201d. Zanim zatwierdzisz wdro\u017cenie na du\u017c\u0105 skal\u0119, potrzebujesz dowodu, \u017ce model przyniesie zwrot z inwestycji.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t\n        <\/div>\n    <\/div>\n\n<\/div>\n<\/div>\n\n\n\t\n\n\n<div style=\"height:80px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"flex self-center w-full justify-center text-center\">\n      <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">Wdr\u00f3\u017c agenty AI w swojej bran\u017cy<\/h2>\n  <\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Dzi\u015b najwy\u017cszy zwrot z inwestycji (ROI) przynosi wykorzystanie agent\u00f3w AI do inteligentnej automatyzacji. <br>To tak, jakby da\u0107 swoim pracownikom supermoce do radzenia sobie z ich codziennymi zadaniami.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"container\" id=\"icw-6ab86185c7051\">\n\n\n    <div class=\"mccloud-icon-boxes-with-image__layout mb-5 2xl:mb-11 \">\n        <div class=\"mccloud-icon-boxes-with-image__cards\">\n            <div class=\"arrows-container my-4 flex flex-row justify-end rounded-2 w-full gap-2 lg:hidden\">\n                <div class=\"default-arrow-prev arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer\">\n                    <img decoding=\"async\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-left.svg\" alt=\"prev\" class=\"arrow-img\">\n                <\/div>\n                <div class=\"default-arrow-next arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer\">\n                    <img decoding=\"async\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-right.svg\" alt=\"next\" class=\"arrows-img\">\n                <\/div>\n            <\/div>\n\n            <div\n                    class=\"default-slider slick-force-height lg:grid lg:grid-cols-1 lg:gap-[13px] w-full\"\n                    data-mc-slider=\"mobile-single\"\n                    data-mc-slider-mobile-only=\"true\"\n                    data-mc-slider-pagination=\"true\"\n                    data-mc-slider-prev=\"#icw-6ab86185c7051 .default-arrow-prev\"\n                    data-mc-slider-next=\"#icw-6ab86185c7051 .default-arrow-next\"\n            >\n                                    <div\n                            class=\" hover:shadow-lg border border-customlightGray hover:border-customlightGray p-2.5 xl:py-[20px] xl:pr-[20px] rounded-[22px] flex flex-col lg:flex-row lg:items-center\"\n                    >\n\n                        <div class=\"mb-[26px] lg:mb-0 lg:mx-[20px] xl:mx-[45px] px-[14px] lg:px-0\">\n                                                            <img decoding=\"async\"\n                                        src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/12\/product-icon-5-1.svg\"\n                                        alt=\"Wszystkie bran\u017ce\"\n                                        style=\"min-width: 60px; max-width: 60px;\"\n                                >\n                                                    <\/div>\n\n                        <div class=\"grow px-[14px] lg:px-0\">\n                            <h3 class=\"text-[18px] leading-5 font-bold mb-2\">\n                                Wszystkie bran\u017ce                            <\/h3>\n                            <div class=\"text-[15px] leading-[23px] text-gray pb-[32px] lg:pb-0\">Koniec z przeszukiwaniem folder\u00f3w. Firmy wdra\u017caj\u0105ce wewn\u0119trzne agenty danych do analizy zbior\u00f3w informacji i automatyzacji zada\u0144 administracyjnych zg\u0142aszaj\u0105 wzrost produktywno\u015bci pracownik\u00f3w nawet o 70%.<\/div>\n                        <\/div>\n                    <\/div>\n                                    <div\n                            class=\" hover:shadow-lg border border-customlightGray hover:border-customlightGray p-2.5 xl:py-[20px] xl:pr-[20px] rounded-[22px] flex flex-col lg:flex-row lg:items-center\"\n                    >\n\n                        <div class=\"mb-[26px] lg:mb-0 lg:mx-[20px] xl:mx-[45px] px-[14px] lg:px-0\">\n                                                            <img decoding=\"async\"\n                                        src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/teamwork.svg\"\n                                        alt=\"Retail\"\n                                        style=\"min-width: 60px; max-width: 60px;\"\n                                >\n                                                    <\/div>\n\n                        <div class=\"grow px-[14px] lg:px-0\">\n                            <h3 class=\"text-[18px] leading-5 font-bold mb-2\">\n                                Retail                            <\/h3>\n                            <div class=\"text-[15px] leading-[23px] text-gray pb-[32px] lg:pb-0\">Wdra\u017caj multimodalnych asystent\u00f3w zakupowych oraz modele computer vision do wizualizacji produkt\u00f3w. A\u017c 68% kadry zarz\u0105dzaj\u0105cej w handlu detalicznym potwierdza, \u017ce te rozwi\u0105zania AI realnie zwi\u0119kszaj\u0105 zaanga\u017cowanie klient\u00f3w.<\/div>\n                        <\/div>\n                    <\/div>\n                                    <div\n                            class=\" hover:shadow-lg border border-customlightGray hover:border-customlightGray p-2.5 xl:py-[20px] xl:pr-[20px] rounded-[22px] flex flex-col lg:flex-row lg:items-center\"\n                    >\n\n                        <div class=\"mb-[26px] lg:mb-0 lg:mx-[20px] xl:mx-[45px] px-[14px] lg:px-0\">\n                                                            <img decoding=\"async\"\n                                        src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/11\/home-ico-6.svg\"\n                                        alt=\"Produkcja\"\n                                        style=\"min-width: 60px; max-width: 60px;\"\n                                >\n                                                    <\/div>\n\n                        <div class=\"grow px-[14px] lg:px-0\">\n                            <h3 class=\"text-[18px] leading-5 font-bold mb-2\">\n                                Produkcja                            <\/h3>\n                            <div class=\"text-[15px] leading-[23px] text-gray pb-[32px] lg:pb-0\">Po\u0142\u0105cz algorytmy ML z czujnikami IoT, aby wdro\u017cy\u0107 predykcyjn\u0105 konserwacj\u0119 w czasie niemal rzeczywistym. Gotowe do u\u017cycia algorytmy AI\/ML w Google Cloud pozwalaj\u0105 producentom wykrywa\u0107 anomalie w zaledwie kilka sekund.<\/div>\n                        <\/div>\n                    <\/div>\n                                    <div\n                            class=\" hover:shadow-lg border border-customlightGray hover:border-customlightGray p-2.5 xl:py-[20px] xl:pr-[20px] rounded-[22px] flex flex-col lg:flex-row lg:items-center\"\n                    >\n\n                        <div class=\"mb-[26px] lg:mb-0 lg:mx-[20px] xl:mx-[45px] px-[14px] lg:px-0\">\n                                                            <img decoding=\"async\"\n                                        src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/04\/icon-rocket.png\"\n                                        alt=\"IT &amp; In\u017cynieria\"\n                                        style=\"min-width: 60px; max-width: 60px;\"\n                                >\n                                                    <\/div>\n\n                        <div class=\"grow px-[14px] lg:px-0\">\n                            <h3 class=\"text-[18px] leading-5 font-bold mb-2\">\n                                IT &amp; In\u017cynieria                            <\/h3>\n                            <div class=\"text-[15px] leading-[23px] text-gray pb-[32px] lg:pb-0\">Integracja dedykowanych agent\u00f3w AI wspomagaj\u0105cych kodowanie z wewn\u0119trznymi standardami deweloperskimi przynosi natychmiastowy wzrost produktywno\u015bci programist\u00f3w nawet o 33% i skutecznie skraca czas wprowadzenia produktu na rynek dzi\u0119ki automatyzacji proces\u00f3w programistycznych.<\/div>\n                        <\/div>\n                    <\/div>\n                                    <div\n                            class=\" hover:shadow-lg border border-customlightGray hover:border-customlightGray p-2.5 xl:py-[20px] xl:pr-[20px] rounded-[22px] flex flex-col lg:flex-row lg:items-center\"\n                    >\n\n                        <div class=\"mb-[26px] lg:mb-0 lg:mx-[20px] xl:mx-[45px] px-[14px] lg:px-0\">\n                                                            <img decoding=\"async\"\n                                        src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/real-state-icon-1.svg\"\n                                        alt=\"Nieruchomo\u015bci\"\n                                        style=\"min-width: 60px; max-width: 60px;\"\n                                >\n                                                    <\/div>\n\n                        <div class=\"grow px-[14px] lg:px-0\">\n                            <h3 class=\"text-[18px] leading-5 font-bold mb-2\">\n                                Nieruchomo\u015bci                            <\/h3>\n                            <div class=\"text-[15px] leading-[23px] text-gray pb-[32px] lg:pb-0\">Zarz\u0105dcy nieruchomo\u015bci automatyzuj\u0105 \u015bwiat fizyczny. Systemy machine vision, kt\u00f3re analizuj\u0105 dost\u0119pno\u015b\u0107 miejsc parkingowych i rozpoznaj\u0105 tablice rejestracyjne, zast\u0119puj\u0105 r\u0119czny monitoring ca\u0142odobow\u0105, automatyczn\u0105 infrastruktur\u0105.<\/div>\n                        <\/div>\n                    <\/div>\n                            <\/div>\n        <\/div>\n\n        <div\n                class=\"mccloud-icon-boxes-with-image__image rounded-[22px] bg-cover\"\n                style=\"background-image: url(https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2025\/08\/db58cc4661ba4088cdb8f2dd80d8e5c0fd6a9219-2-scaled.png); background-position: center;\"\n        ><\/div>\n    <\/div>\n<\/div>\n\n\n\n<div class=\"container\">\n    <div\n            style=\"background-color: #ffffff\"\n            class=\"justify-center  rounded-4 p-3 mt-4 mb-4 md:py-5 md:px-4 text-[20px] md:text-[14px] md:text-[20px] leading-[28px] md:leading-5 text-center md:text-left text-[#F08A01] flex flex-col md:flex-row  md:items-center\"\n    >\n\t\t\t\t\t\t\n\t\t\t          <div class=\"flex-shrink-0 mt-[25px] md:mt-0\">\n              <a href=\"#consultForm\"\n                 class=\"btn w-auto text-center ml-3 btn-lg btn-header-banner px-3 mr-3\"\n                 style=\"color: #ffffff; background-color: #34a853; border-color: #34a853; white-space: nowrap;\"\n\t\t\t\t\t\t\t\t              >\n\t\t\t\t\t\t\t\tOm\u00f3w swoje aplikacje              <\/a>\n          <\/div>\n\t\t\t    <\/div>\n<\/div>\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"flex self-center w-full justify-center text-center\">\n      <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">Przygotuj sw\u00f3j biznes na er\u0119 AI<\/h2>\n  <\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Przypadki u\u017cycia specyficzne dla poszczeg\u00f3lnych bran\u017c udowodni\u0142y ju\u017c swoj\u0105 skuteczno\u015b\u0107, ale nie da si\u0119 ich po prostu \u201ezainstalowa\u0107\u201d. Zanim zaczniemy pisa\u0107 kod czy konfigurowa\u0107 infrastruktur\u0119 w ramach custom AI development, musimy zweryfikowa\u0107, czy Twoje dane w og\u00f3le si\u0119 do tego nadaj\u0105.<br><\/p>\n\n\n\n<div class=\"container mt-2 mccloud-custom-steps\">\n\t<h2 class=\"title-text-2 2xl:mb-11 lg:mb-8 mb-6 font-bold text-center\"><\/h2>\n\n\t<div class=\"grid lg:grid-cols-3 gap-4\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"h-auto\">\n\t\t\t\t<div class=\"relative mb-4\">\n\t\t\t\t\t<picture>\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/busines-service.png\" alt=\"Identyfikacja potrzeb biznesowych\"\n\t\t\t\t\t\t\tclass=\"rounded-tl-[100px] rounded-br-[100px] rounded-tr-[12px] rounded-bl-[12px] w-full\" style=\"height: 250px; object-fit: cover;\">\n\t\t\t\t\t<\/picture>\n\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"mccloud-custom-steps__marker absolute bottom-0 right-[-4px] rounded-full w-[60px] h-[60px] flex items-center justify-center text-white text-4 font-bold\"\n\t\t\t\t\t\t\tstyle=\"background-color: #fbbc05\">\n\t\t\t\t\t\t\t1\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"texting-part flex flex-col\">\n\t\t\t\t\t<div class=\"text-4 font-bold mb-3\">Identyfikacja potrzeb biznesowych<\/div>\n\t\t\t\t\t<div class=\"text-3 leading-4\">Precyzyjnie wska\u017cemy procesy (workflows), w kt\u00f3rych agent AI lub model ML wygeneruje mierzalny zysk.<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"h-auto\">\n\t\t\t\t<div class=\"relative mb-4\">\n\t\t\t\t\t<picture>\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/04\/screen-7-img.png\" alt=\"Walidacja danych\"\n\t\t\t\t\t\t\tclass=\"rounded-tl-[100px] rounded-br-[100px] rounded-tr-[12px] rounded-bl-[12px] w-full\" style=\"height: 250px; object-fit: cover;\">\n\t\t\t\t\t<\/picture>\n\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"mccloud-custom-steps__marker absolute bottom-0 right-[-4px] rounded-full w-[60px] h-[60px] flex items-center justify-center text-white text-4 font-bold\"\n\t\t\t\t\t\t\tstyle=\"background-color: #34a853\">\n\t\t\t\t\t\t\t2\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"texting-part flex flex-col\">\n\t\t\t\t\t<div class=\"text-4 font-bold mb-3\">Walidacja danych<\/div>\n\t\t\t\t\t<div class=\"text-3 leading-4\">Audyt korporacyjnych zbior\u00f3w danych pod k\u0105tem ich gotowo\u015bci na wdro\u017cenie AI\/ML.<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"h-auto\">\n\t\t\t\t<div class=\"relative mb-4\">\n\t\t\t\t\t<picture>\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/04\/analys.png\" alt=\"Dob\u00f3r architektury\"\n\t\t\t\t\t\t\tclass=\"rounded-tl-[100px] rounded-br-[100px] rounded-tr-[12px] rounded-bl-[12px] w-full\" style=\"height: 250px; object-fit: cover;\">\n\t\t\t\t\t<\/picture>\n\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"mccloud-custom-steps__marker absolute bottom-0 right-[-4px] rounded-full w-[60px] h-[60px] flex items-center justify-center text-white text-4 font-bold\"\n\t\t\t\t\t\t\tstyle=\"background-color: #4285f4\">\n\t\t\t\t\t\t\t3\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"texting-part flex flex-col\">\n\t\t\t\t\t<div class=\"text-4 font-bold mb-3\">Dob\u00f3r architektury<\/div>\n\t\t\t\t\t<div class=\"text-3 leading-4\">Dob\u00f3r rozwi\u0105za\u0144 Google Cloud i modeli AI, kt\u00f3re najskuteczniej i najbardziej efektywnie odpowiedz\u0105 na Twoje potrzeby.<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n<\/div>\n\n\n\n<section class=\"mccloud-ai-roadmap\" style=\"--ai-green-tint: #ddf2e4; --ai-bg: #ffffff;\">\n\t<div class=\"mccloud-ai-roadmap__inner\">\n\t\t\t\t\t<div class=\"mccloud-ai-roadmap__head\">\n\t\t\t\t\t\t\t\t\t<h2>Zbuduj swoj\u0105 map\u0119 drogow\u0105 Google Cloud AI<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__text\"><p><span style=\"font-weight: 400\">Nie musisz od razu op\u0142aca\u0107 ca\u0142ego cyklu programistycznego. Nasz proces wdra\u017cania AI podzielili\u015bmy \u043d\u0430 pi\u0119\u0107 niezale\u017cnych pakiet\u00f3w. Wybierz dok\u0142adnie taki poziom zaanga\u017cowania, kt\u00f3ry odpowiada aktualnej gotowo\u015bci Twojego biznesu.<\/span><\/p>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<div class=\"mccloud-ai-roadmap__grid\">\n\t\t\t\t\t\t\t\t\t<article class=\"mccloud-ai-roadmap__plan\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__label\">Bezp\u0142atny punkt startowy<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Konsultacja ekspercka<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__description\"><p><span style=\"font-weight: 400\">Masz pomys\u0142, ale potrzebujesz technicznej weryfikacji? Porozmawiaj z naszymi architektami Google Cloud, aby oceni\u0107 wykonalno\u015b\u0107 projektu, bezpiecze\u0144stwo danych oraz jego wst\u0119pny zakres.<\/span><\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mccloud-ai-roadmap__cta\" href=\"#consultForm\" target=\"\">\n\t\t\t\t\t\t\t\tZarezerwuj Discovery Call\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t<article class=\"mccloud-ai-roadmap__plan\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__label\">Strategia szyta na miar\u0119<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Warsztaty Ideacji<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__description\"><p>Nie wiesz, od czego zacz\u0105\u0107? Przeanalizujemy Twoje codzienne operacje, wska\u017cemy wewn\u0119trzne w\u0105skie gard\u0142a i dopasujemy do nich sprawdzone scenariusze zastosowania uczenia maszynowego (ML).<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mccloud-ai-roadmap__cta\" href=\"#consultForm\" target=\"\">\n\t\t\t\t\t\t\t\tZarezerwuj warsztaty\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t<article class=\"mccloud-ai-roadmap__plan is-popular\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__badge\">\n\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 24 24\" fill=\"currentColor\" aria-hidden=\"true\"><path d=\"M12 2l2.6 6.6 7.1.5-5.4 4.6 1.7 6.9L12 17l-6 3.6 1.7-6.9L2.3 9.1l7.1-.5z\"><\/path><\/svg>\n\t\t\t\t\t\t\t\tNajpopularniejszy\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__label\">Bezpieczna walidacja<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Proof of Concept (PoC)<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__description\"><p>Przetestuj, zanim ruszysz na g\u0142\u0119bok\u0105 wod\u0119. Budujemy funkcjonalny prototyp w tymczasowym, odizolowanym \u015brodowisku, aby udowodni\u0107, \u017ce sztuczna inteligencja wygeneruje realny zysk na podstawie Twoich danych.<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mccloud-ai-roadmap__cta\" href=\"#consultForm\" target=\"\">\n\t\t\t\t\t\t\t\tZam\u00f3w projekt PoC\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t<article class=\"mccloud-ai-roadmap__plan\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__label\">Technical Blueprinting<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Projektowanie rozwi\u0105zania<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__description\"><p><span style=\"font-weight: 400\">Przejd\u017a od koncepcji do in\u017cynierii. Zaprojektujemy Twoj\u0105 architektur\u0119 Google Cloud od zera, dostarczaj\u0105c dopasowany do Twoich potrzeb, skalowalny schemat potoku danych (pipeline blueprint).<\/span><\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mccloud-ai-roadmap__cta\" href=\"#consultForm\" target=\"\">\n\t\t\t\t\t\t\t\tZam\u00f3w projekt rozwi\u0105zania\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t<article class=\"mccloud-ai-roadmap__plan\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"mccloud-ai-roadmap__label\">Pe\u0142na produkcja<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Wdro\u017cenie rozwi\u0105zania<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-roadmap__description\"><p><span style=\"font-weight: 400\">Wdr\u00f3\u017c swoje dedykowane modele w \u015brodowisku produkcyjnym. Budujemy rozwi\u0105zania od pocz\u0105tku do ko\u0144ca (end-to-end), utrzymuj\u0105c odizolowane \u015brodowiska deweloperskie (Dev), testowe (Test) oraz produkcyjne (Prod), aby zapewni\u0107 czyst\u0105 integracj\u0119 kodu.<\/span><\/p>\n<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"mccloud-ai-roadmap__cta\" href=\"#consultForm\" target=\"\">\n\t\t\t\t\t\t\t\tZapytaj eksperta\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n<\/section>\n\n\n<div class=\"flex self-center w-full justify-center text-center\">\n      <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">Uruchom transparentny proces wdra\u017cania AI<\/h2>\n  <\/div>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Gdy Twoje dane i strategia zostan\u0105 zweryfikowane, przechodzimy do dzia\u0142ania. Na ka\u017cdym etapie naszego 6-krokowego procesu b\u0119dziesz dok\u0142adnie wiedzie\u0107, <br>za co p\u0142acisz, ile czasu zajmie realizacja oraz jak musz\u0105 wygl\u0105da\u0107 Twoje dane przed rozpocz\u0119ciem prac.<\/p>\n\n\n\n<div class=\"container mccloud-custom-icon-boxes\" id=\"cib-6ab86185cb446\"\n     style=\"--cib-next-spacing: 64px; --cib-next-spacing-tablet: 51px; --cib-next-spacing-mobile: 32px; --cib-overlap: 160px; --cib-overlap-tablet: 120px; --cib-overlap-mobile: 80px;\">\n    <div class=\"mccloud-custom-icon-boxes__surface rounded-4 2xl:pt-11 flex flex-col gap-6 items-center p-4\"\n         style=\"background-color: \">\n\t\t\t\n\t\t\t\n\t\t\t\n        <div class=\"arrows-container md:my- my-2 flex flex-row justify-end rounded-2 w-full gap-2 lg:hidden max-w-[830px]\">\n            <div class='adv-arrow-prev arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer'>\n                <img src='https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-left.svg' alt='prev'>\n            <\/div>\n            <div class='adv-arrow-next arrow-button-container bg-white py-2 px-3 rounded-2 cursor-pointer'>\n                <img src='https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/chevron-right.svg' alt='next'>\n            <\/div>\n        <\/div>\n\n        <div class=\"w-full \">\n            <div\n                    class=\"advantages-slider lg:grid lg:grid-cols-3 lg:gap-4 w-full\"\n                    data-mc-slider=\"mobile-single\"\n                    data-mc-slider-mobile-only=\"true\"\n                    data-mc-slider-prev=\"#cib-6ab86185cb446 .adv-arrow-prev\"\n                    data-mc-slider-next=\"#cib-6ab86185cb446 .adv-arrow-next\"\n            >\n\t\t\t\t\t\t\t\n\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/12\/product-icon-5.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t01. Rozmowa wst\u0119pna                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Okre\u015blamy Tw\u00f3j cel biznesowy i oceniamy wykonalno\u015b\u0107 techniczn\u0105.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/12\/product-icon-3-1.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t02. Walidacja wymaga\u0144                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Audytujemy Twoje zasoby danych i ustalamy surowe standardy bezpiecze\u0144stwa.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/12\/product-icon-4.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t03. Wyb\u00f3r pakietu                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Kontrolujesz ryzyko finansowe. Wybierz szkolenie AI, projekt Proof of Concept, projektowanie rozwi\u0105zania lub pe\u0142ne wdro\u017cenie.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/04\/enterpreneurs-icon.png' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t04. Podpisanie umowy                 <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Zamra\u017camy zakres projektu, list\u0119 produkt\u00f3w ko\u0144cowych oraz ostateczn\u0105 cen\u0119.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/11\/product-icon-5-2.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t05. Dostarczenie rozwi\u0105zania                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Nasi in\u017cynierowie wdra\u017caj\u0105 projekt natywnie w Twoim bezpiecznym \u015brodowisku Google Cloud.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t                <div                  class=\"advantages-slider-item border border-customlightGray p-3 my-2 md:my-0 md:p-4 rounded-4 flex flex-col transition-all\n                hover:shadow-lg hover:no-underline group \"\n                style=\"margin: 5px; background-color: #ffffff\">\n\n                                    \t\t\t\t\t\t\t                  <img src='https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2024\/11\/product-icon-11.svg' alt='icon' class='svg-icon-60'>\n\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\n                                <p class=\"  advantages-slider--heading text-[18px] leading-5 font-bold mb-3 mt-6 text-black group-hover:text-success transition-colors\">\n\t\t\t\t\t\t\t\t\t06. Handover                <\/p>\n                \n                <div class=\"  text-gray leading-4\">\n\t\t\t\t\t\t\t\t\t<p>Przekazujemy kod, dokumentujemy wska\u017aniki sukcesu i potwierdzamy gotowo\u015b\u0107 operacyjn\u0105 systemu.<\/p>\n                <\/div>\n\t\t\t                \n            <\/div>\n\t\t\t\t\t\n        <\/div>\n    <\/div>\n\n<\/div>\n<\/div>\n\n\n\t\n\n\n<div style=\"height:60px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"container\">\n    <div class=\"mc-text-image flex flex-col md:flex-row mt-6 mb-3 xl:gap-11\n        md:items-center        \">\n\n        <div class=\"2xl:min-w-[566px] lg:min-w-[485px] md:min-w-[340px] mb-6 md:mb-0 relative z-10\n                        xl:mr-[66px] lg:mr-4\">\n\n            <div\n                    class=\"rounded-4 relative z-20 bg-cover bg-no-repeat bg-center\n                h-[349px] lg:h-[440px]\"\n                    style=\"background-image: url(https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/05\/kubernetes-img.png);\"\n                    role=\"img\"\n                    aria-label=\"\">\n            <\/div>\n        <\/div>\n        <div class=\"w-auto\">\n                            <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">Zr\u00f3b test z Proof of Concept<\/h2>\n            \n                            <div class=\"mc-text-image-list text-3 leading-4 md:text-[14px] xl:text-[16px] md:mb-3 mb-4\">\n                    <p>Nigdy nie zatwierdzaj ogromnego projektu deweloperskiego w ciemno. Je\u015bli nie masz 100% pewno\u015bci, \u017ce pomys\u0142 zadzia\u0142a, zbudujemy minimalny, funkcjonalny Proof of Concept (PoC) w tymczasowym \u015brodowisku. Wyizolujemy kluczow\u0105 funkcj\u0119 i zweryfikujemy op\u0142acalno\u015b\u0107 biznesow\u0105 za u\u0142amek koszt\u00f3w pe\u0142nego wdro\u017cenia.<\/p>\n<ul>\n<li><img decoding=\"async\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/tick.svg\" alt=\"icon tick\" class=\"h-[24px] mr-2\"><strong>Zobacz warto\u015b\u0107 biznesow\u0105<\/strong><br \/>\nZobacz, jak dedykowany prototyp osi\u0105ga Twoje wska\u017aniki KPI w \u015brodowisku live, zanim podejmiesz decyzj\u0119 o jego skalowaniu.<\/li>\n<li><img decoding=\"async\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/tick.svg\" alt=\"icon tick\" class=\"h-[24px] mr-2\"><strong>Zachowaj prywatno\u015b\u0107 swoich danych<\/strong><br \/>\nPrototyp budujemy w naszym w\u0142asnym, tymczasowym \u015brodowisku Google Cloud, oszcz\u0119dzaj\u0105c Ci pocz\u0105tkowych koszt\u00f3w stawiania w\u0142asnych fundament\u00f3w chmurowych.<\/li>\n<li><img decoding=\"async\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/themes\/mccloud-new\/assets\/image\/tick.svg\" alt=\"icon tick\" class=\"h-[24px] mr-2\"><strong>Przetestuj technologi\u0119 (i nas)<\/strong><br \/>\nPoC udowadnia, \u017ce technologia dzia\u0142a, prognozuje przysz\u0142e koszty utrzymania systemu oraz potwierdza, \u017ce jeste\u015bmy w\u0142a\u015bciwym Partnerem Google Premier do tego zadania.<\/li>\n<\/ul>\n                    <div class=\"flex flex-col md:flex-row items-center gap-3 mt-6\">\n                                                    <a href=\"#consultForm\" target=\"\"\n                               class=\"btn btn-lg btn-success w-full md:w-auto text-center\">\n                                Zam\u00f3w Proof of Concept                             <\/a>\n                        \n                                            <\/div>\n                <\/div>\n            \n        <\/div>\n    <\/div>\n<\/div>\n\n\n\n<section class=\"mccloud-ai-engineering\" id=\"mccloud-ai-engineering-1\" style=\"--ai-section-bg: #ffffff; --ai-bg-soft: #f3f5f2; --ai-visual-card-bg: #ffffff; --ai-visual-bg: #f3f5f2;\">\n\t\t\t<div class=\"mccloud-ai-engineering__head\">\n\t\t\t\t\t\t\t<h2>Zyskaj projekt gotowy do wdro\u017cenia przez Tw\u00f3j zesp\u00f3\u0142 techniczny<\/h2>\n\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__text\"><p>Gdy PoC osi\u0105gnie Twoje cele finansowe, przechodzimy do skalowania. Twoi wewn\u0119trzni in\u017cynierowie otrzymaj\u0105 modele produkcyjne wraz \u0456\u0437 zestawem czystych, ustandaryzowanych architektur Google Cloud, kt\u00f3rymi b\u0119d\u0105 mogli bez problemu samodzielnie zarz\u0105dza\u0107.<\/p>\n<\/div>\n\t\t\t\t\t<\/div>\n\t\n\t\t\t<div class=\"mccloud-ai-engineering__grid\">\n\t\t\t<div class=\"mccloud-ai-engineering__acc\">\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item is-open\" data-target=\"bezpieczna-architektura-rag-0\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"true\">\n\t\t\t\t\t\t\tBezpieczna architektura RAG\t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Systemy RAG (Retrieval-Augmented Generation) s\u0105 budowane i zabezpieczane tak, aby wymusi\u0107 rygorystyczn\u0105 kontrol\u0119 dost\u0119pu oraz limity token\u00f3w. Twoje prywatne dokumenty s\u0105 analizowane w bezpiecznym \u015brodowisku nale\u017c\u0105cym do Twojej firmy.<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p><span style=\"font-weight: 400\">Vertex AI, Apigee API Gateways<\/span><\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item\" data-target=\"zespoly-wieloagentowe-ai-1\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"false\">\n\t\t\t\t\t\t\tZespo\u0142y wieloagentowe AI\t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Projektujemy cyfrowe dzia\u0142y, w kt\u00f3rych agenci AI deleguj\u0105 zadania i weryfikuj\u0105 wyniki, opieraj\u0105c si\u0119 na zdecentralizowanej kontroli oraz orchestracji proces\u00f3w (workflow orchestration).<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p>oogle\u2019s Agent Development Kit (ADK), Gemini Enterprise Agent Platform (dawniej Vertex AI)<\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item\" data-target=\"machine-learning-bez-migracji-danych-2\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"false\">\n\t\t\t\t\t\t\tMachine Learning \u0431\u0435\u0437 migracji danych\t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Wdra\u017camy algorytmy uczenia maszynowego bezpo\u015brednio w Twoim hurtowni danych, aby wyeliminowa\u0107 op\u00f3\u017anienia i ryzyka bezpiecze\u0144stwa zwi\u0105zane z transferem sieciowym.<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p><span style=\"font-weight: 400\">BigQuery ML<\/span><\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item\" data-target=\"prognozowanie-szeregow-czasowych-3\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"false\">\n\t\t\t\t\t\t\tPrognozowanie szereg\u00f3w czasowych \t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Budujemy modele predykcyjne dla awarii urz\u0105dze\u0144, zapotrzebowania magazynowego, trend\u00f3w sprzeda\u017cy czy zaanga\u017cowania klient\u00f3w \u2014 nawet przy ograniczonej ilo\u015bci danych historycznych.<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p><span style=\"font-weight: 400\">TimesFM<\/span><\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item\" data-target=\"potoki-computer-vision-4\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"false\">\n\t\t\t\t\t\t\tPotoki Computer Vision\t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Automatyzujemy kontrol\u0119 wizyjn\u0105 oraz detekcj\u0119 obiekt\u00f3w na liniach produkcyjnych i w systemach zarz\u0105dzania zapasami. Twoje kamery b\u0119d\u0105 przetwarza\u0107 du\u017ce wolumeny obraz\u00f3w oraz strumienie wideo w czasie rzeczywistym.<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p><span style=\"font-weight: 400\">Cloud Vision AI<\/span><\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__item\" data-target=\"mlops-i-ci-cd-klasy-enterprise-5\">\n\t\t\t\t\t\t<button class=\"mccloud-ai-engineering__button\" type=\"button\" aria-expanded=\"false\">\n\t\t\t\t\t\t\tMLOps i CI\/CD klasy Enterprise\t\t\t\t\t\t\t<svg class=\"mccloud-ai-engineering__chev\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><polyline points=\"6 9 12 15 18 9\"><\/polyline><\/svg>\n\t\t\t\t\t\t<\/button>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__body\">\n\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__description\"><p>Projektujemy odizolowane \u015brodowiska (Dev, Test, Prod) zintegrowane \u0437 Twoimi obecnymi potokami CI\/CD, uzupe\u0142nione o kompleksowy monitoring.<\/p>\n<\/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<div class=\"mccloud-ai-engineering__engine\">The Engine: <span><p>Potoki CI\/CD<\/p>\n<\/span><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t<div class=\"mccloud-ai-engineering__panel\">\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane is-active\" id=\"mccloud-ai-engineering-1-pane-bezpieczna-architektura-rag-0\">\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"351\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/secure-rag-architecture-1024x620.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/secure-rag-architecture-1024x620.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/secure-rag-architecture-388x235.png 388w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/secure-rag-architecture-768x465.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/secure-rag-architecture.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane\" id=\"mccloud-ai-engineering-1-pane-zespoly-wieloagentowe-ai-1\" hidden>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"354\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/multi-agent-workforces-1024x625.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/multi-agent-workforces-1024x625.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/multi-agent-workforces-385x235.png 385w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/multi-agent-workforces-768x468.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/multi-agent-workforces.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane\" id=\"mccloud-ai-engineering-1-pane-machine-learning-bez-migracji-danych-2\" hidden>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"356\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/zero-movement-machine-learning-1024x629.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/zero-movement-machine-learning-1024x629.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/zero-movement-machine-learning-383x235.png 383w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/zero-movement-machine-learning-768x472.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/zero-movement-machine-learning.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane\" id=\"mccloud-ai-engineering-1-pane-prognozowanie-szeregow-czasowych-3\" hidden>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"354\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/time-series-forecasting-1024x625.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/time-series-forecasting-1024x625.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/time-series-forecasting-385x235.png 385w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/time-series-forecasting-768x468.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/time-series-forecasting.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane\" id=\"mccloud-ai-engineering-1-pane-potoki-computer-vision-4\" hidden>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"354\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/vision-pipelines-1024x625.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/vision-pipelines-1024x625.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/vision-pipelines-385x235.png 385w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/vision-pipelines-768x468.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/vision-pipelines.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__pane\" id=\"mccloud-ai-engineering-1-pane-mlops-i-ci-cd-klasy-enterprise-5\" hidden>\n\t\t\t\t\t\t<div class=\"mccloud-ai-engineering__visual\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"354\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/enterprise-mlops-1024x625.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/enterprise-mlops-1024x625.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/enterprise-mlops-385x235.png 385w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/enterprise-mlops-768x469.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/enterprise-mlops.png 1200w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/section>\n\n\t<script>\n\t\t(function () {\n\t\t\tvar root = document.getElementById('mccloud-ai-engineering-1');\n\t\t\tif (!root) return;\n\n\t\t\tvar items = root.querySelectorAll('.mccloud-ai-engineering__item');\n\t\t\tvar panes = root.querySelectorAll('.mccloud-ai-engineering__pane');\n\n\t\t\titems.forEach(function (item) {\n\t\t\t\tvar head = item.querySelector('.mccloud-ai-engineering__button');\n\t\t\t\thead.addEventListener('click', function () {\n\t\t\t\t\tvar target = item.getAttribute('data-target');\n\t\t\t\t\tvar wasOpen = item.classList.contains('is-open');\n\n\t\t\t\t\titems.forEach(function (current) {\n\t\t\t\t\t\tcurrent.classList.remove('is-open');\n\t\t\t\t\t\tcurrent.querySelector('.mccloud-ai-engineering__button').setAttribute('aria-expanded', 'false');\n\t\t\t\t\t});\n\n\t\t\t\t\tif (!wasOpen) {\n\t\t\t\t\t\titem.classList.add('is-open');\n\t\t\t\t\t\thead.setAttribute('aria-expanded', 'true');\n\t\t\t\t\t\tpanes.forEach(function (pane) {\n\t\t\t\t\t\t\tvar isActive = pane.id === 'mccloud-ai-engineering-1-pane-' + target;\n\t\t\t\t\t\t\tpane.classList.toggle('is-active', isActive);\n\t\t\t\t\t\t\tpane.hidden = !isActive;\n\t\t\t\t\t\t});\n\t\t\t\t\t}\n\t\t\t\t});\n\t\t\t});\n\t\t}());\n\t<\/script>\n\n\n\n<div class=\"container\">\n    <div\n            style=\"background-color: #ffffff\"\n            class=\"justify-center  rounded-4 p-3 mt-4 mb-4 md:py-5 md:px-4 text-[20px] md:text-[14px] md:text-[20px] leading-[28px] md:leading-5 text-center md:text-left text-[#F08A01] flex flex-col md:flex-row  md:items-center\"\n    >\n\t\t\t\t\t\t\n\t\t\t          <div class=\"flex-shrink-0 mt-[25px] md:mt-0\">\n              <a href=\"#consultForm\"\n                 class=\"btn w-auto text-center ml-3 btn-lg btn-header-banner px-3 mr-3\"\n                 style=\"color: #ffffff; background-color: #34a853; border-color: #34a853; white-space: nowrap;\"\n\t\t\t\t\t\t\t\t              >\n\t\t\t\t\t\t\t\tZapytaj eksperta              <\/a>\n          <\/div>\n\t\t\t    <\/div>\n<\/div>\n\n\n<section class=\"mccloud-ai-payoff\" style=\"--ai-bg: #f3f5f2; --ai-card: #ffffff; --ai-media-bg: #f3f5f2;\">\n\t\t\t<div class=\"mccloud-ai-payoff__head\">\n\t\t\t\t\t\t\t<h2>Zobacz, jak op\u0142aca si\u0119 Google Cloud AI<\/h2>\n\t\t\t\t\t\t\t\t\t\t<p>Czysty kod ma znaczenie tylko wtedy, gdy przynosi zysk finansowy. Zobacz, jak wiod\u0105ce firmy wykorzystuj\u0105 dok\u0142adnie te same technologie Google Cloud ML, kt\u00f3re wdra\u017camy jako custom AI development company, aby rozwi\u0105zywa\u0107 realne problemy biznesowe:<\/p>\n\t\t\t\t\t<\/div>\n\t\n\t\t\t<div class=\"mccloud-ai-payoff__cards\">\n\t\t\t\t\t\t\t<a class=\"mccloud-ai-payoff__card\" href=\"https:\/\/cloud.google.com\/customers\/notco\" target=\"\" aria-label=\"B\u0142yskawiczny dost\u0119p do danych sprzeda\u017cowych i magazynowych\">\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"326\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-1024x576.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-1024x576.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-418x235.png 418w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-420x235.png 420w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-768x432.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-1536x864.png 1536w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-840x470.png 840w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-268x150.png 268w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-536x300.png 536w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img-1200x675.png 1200w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/notco-img.png 1672w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>B\u0142yskawiczny dost\u0119p do danych sprzeda\u017cowych i magazynowych<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__desc\">Firma potrzebowa\u0142a szybszego sposobu na dost\u0119p zespo\u0142\u00f3w wewn\u0119trznych do danych handlowych. Zamiast czeka\u0107 na r\u0119cznie generowane raporty, stworzono dedykowanego agenta AI dost\u0119pnego 24\/7. Pracownicy mog\u0105 zadawa\u0107 agentowi bezpo\u015brednie pytania o sprzeda\u017c, stany magazynowe i operacje, co pozwala na podejmowanie szybkich decyzji bez obci\u0105\u017cania dzia\u0142u IT.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stats\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">24\/7<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">Dost\u0119p do danych firmy w czasie rzeczywistym za pomoc\u0105 j\u0119zyka naturalnego<\/p>\n\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<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">Zero op\u00f3\u017anie\u0144<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">Natychmiastowe raportowanie eliminuje op\u00f3\u017anienia administracyjne.<\/p>\n\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<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"mccloud-ai-payoff__card\" href=\"https:\/\/www.prnewswire.com\/news-releases\/turing-continues-leading-ai-enhancement-of-tech-talent-company-announces-70-increase-in-acceptance-rates-with-google-clouds-gemini-code-assist-302120395.html\" target=\"\" aria-label=\"Wzrost efektywno\u015bci i tempa pracy programist\u00f3w \">\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"327\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-1024x577.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-1024x577.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-417x235.png 417w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-768x433.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-1536x865.png 1536w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-268x150.png 268w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1-1200x676.png 1200w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/turing-blue-1.png 1670w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Wzrost efektywno\u015bci i tempa pracy programist\u00f3w <\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__desc\">Firma d\u0105\u017cy\u0142a do przyspieszenia pracy zespo\u0142\u00f3w deweloperskich bez utraty jako\u015bci kodu. Dzi\u0119ki integracji narz\u0119dzia Google Gemini Code Assist z codziennymi procesami in\u017cynieryjnymi, programi\u015bci pisz\u0105, weryfikuj\u0105 i testuj\u0105 kod znacznie szybciej. Wsparcie sztucznej inteligencji skr\u00f3ci\u0142o czasoch\u0142onny proces r\u0119cznego sprawdzania kodu (code review) i ograniczy\u0142o nieustanne poprawki.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stats\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">33%<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">B\u0142yskawiczny wzrost wydajno\u015bci zespo\u0142\u00f3w deweloperskich\r\n\r\n\r\n<\/p>\n\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<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">70%<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">Wy\u017cszy wska\u017anik akceptacji kodu\r\n\r\n\r\n<\/p>\n\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<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<a class=\"mccloud-ai-payoff__card\" href=\"https:\/\/cloud.google.com\/customers\/limepay\" target=\"\" aria-label=\"Prognozowanie \u017cyciowej warto\u015bci klienta (CLV)\">\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__media\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"580\" height=\"327\" src=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-1024x577.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-1024x577.png 1024w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-417x235.png 417w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-768x433.png 768w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-1536x865.png 1536w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-268x150.png 268w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1-1200x676.png 1200w, https:\/\/mccloud.global\/pl\/wp-content\/uploads\/2026\/06\/limepay-1-1.png 1670w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"mccloud-ai-payoff__body\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Prognozowanie \u017cyciowej warto\u015bci klienta (CLV)<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__desc\">Aby zapewni\u0107 wysok\u0105 dost\u0119pno\u015b\u0107 i przyspieszy\u0107 wdra\u017canie nowych funkcji, Limepay przebudowa\u0142o swoj\u0105 platform\u0119 w oparciu o Google Cloud. Zamiast zatrudnia\u0107 kosztowny zesp\u00f3\u0142 dedykowanych in\u017cynier\u00f3w ML, firma uruchomi\u0142a AutoML bezpo\u015brednio na swoich bazach danych, co pozwoli\u0142o w bezpieczny spos\u00f3b wykrywa\u0107 schematy i prognozowa\u0107 zachowania klient\u00f3w.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stats\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">18 miesi\u0119cy<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">Czas na ca\u0142kowite odej\u015bcie od system\u00f3w legacy<\/p>\n\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<div class=\"mccloud-ai-payoff__stat\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__value\">100%<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"mccloud-ai-payoff__label\">Niezale\u017cne klasteryzowanie AI, kt\u00f3re nie obci\u0105\u017ca wsp\u00f3\u0142dzielonej infrastruktury operacyjnej<\/p>\n\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<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t<\/section>\n\n\n\n<div style=\"height:80px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"flex self-center w-full justify-center text-center\">\n      <h2 class=\"title-text-2 font-bold xl:mb-4 mb-3 text-5 leading-6\">FAQ: Szybki test gotowo\u015bci na AI<\/h2>\n  <\/div>\n\n\n\n<div class=\"container mx-auto py-4\">\n    <div id=\"accordion-open\" data-accordion=\"collapse\">\n                                    <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-1\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-1\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-1\">\n                            <span class=\"flex items-center font-semibold\">Czy na start potrzebujemy w\u0142asnych in\u017cynier\u00f3w Machine Learning?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-1\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-1\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>Nie.<\/strong> Zapewniamy dedykowanych architekt\u00f3w Google Cloud, specjalist\u00f3w od Gemini Enterprise Agent Platform (dawniej Vertex AI) oraz in\u017cynier\u00f3w danych. Tw\u00f3j zesp\u00f3\u0142 programist\u00f3w zajmuje si\u0119 jedynie utrzymaniem czystego kodu, kt\u00f3ry im przekazujemy.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-2\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-2\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-2\">\n                            <span class=\"flex items-center font-semibold\">Co je\u015bli nasze dane korporacyjne s\u0105 nieuporz\u0105dkowane?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-2\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-2\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>W wi\u0119kszo\u015bci du\u017cych firm dok\u0142adnie tak jest.<\/strong> Podczas fazy konsultacji oceniamy obecn\u0105 struktur\u0119 danych, aby oszacowa\u0107 zakres prac wymaganych do pe\u0142nego wdro\u017cenia produkcyjnego. Jednak aby uruchomi\u0107 Proof of Concept (PoC), wyodr\u0119bniamy jedynie minimalny, zamkni\u0119ty podzbi\u00f3r danych \u2013 pozwala to udowodni\u0107 skuteczno\u015b\u0107 rozwi\u0105zania przed rozpocz\u0119ciem ogromnego projektu ich przygotowania.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-3\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-3\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-3\">\n                            <span class=\"flex items-center font-semibold\">Czy sztuczna inteligencja b\u0119dzie uczy\u0107 si\u0119 na naszych poufnych danych i upubliczni je?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-3\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-3\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>Nie. Wasze zastrze\u017cone informacje s\u0105 przechowywane w bezpiecznym \u015brodowisku nale\u017c\u0105cym do Waszej firmy.<\/strong> Dzia\u0142amy zgodnie z rygorystycznymi korporacyjnymi regulaminami (Terms &amp; Conditions), aby zagwarantowa\u0107, \u017ce Twoje dane nigdy nie zostan\u0105 przejrzane, nie wyciekn\u0105 ani nie zostan\u0105 wykorzystane do trenowania modeli LLM Google b\u0105d\u017a jakichkolwiek innych firm trzecich.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-4\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-4\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-4\">\n                            <span class=\"flex items-center font-semibold\">Czy zachowujemy prawo w\u0142asno\u015bci do stworzonego modelu?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-4\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-4\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>Tak, zachowujecie pe\u0142n\u0105 w\u0142asno\u015b\u0107.<\/strong> Dane, architektura oraz baza kodu przechodz\u0105 ca\u0142kowicie na Wasz\u0105 w\u0142asno\u015b\u0107, gdy tylko wdro\u017cymy system w Waszym \u015brodowisku Google Cloud.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-5\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-5\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-5\">\n                            <span class=\"flex items-center font-semibold\">W jaki spos\u00f3b mo\u017cemy udowodni\u0107, \u017ce to rozwi\u0105zanie przynosi zysk finansowy?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-5\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-5\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p>Dla ka\u017cdego projektu ustalamy precyzyjne wska\u017aniki KPI \u2013 zar\u00f3wno finansowe, jak i operacyjne. Mierzysz efektywno\u015b\u0107 Proof of Concept na podstawie tych metryk, zanim dasz zielone \u015bwiat\u0142o na pe\u0142n\u0105 realizacj\u0119 projektu.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-6\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-6\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-6\">\n                            <span class=\"flex items-center font-semibold\">Czy Proof of Concept gwarantuje sukces?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-6\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-6\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>Proof of Concept gwarantuje twarde dane.<\/strong> Udowadnia, czy model AI rozwi\u0105zuje Tw\u00f3j problem, czy te\u017c przyj\u0119ta hipoteza wymaga modyfikacji. Chroni Ci\u0119 to przed finansowaniem pe\u0142noskalowego projektu, kt\u00f3ry m\u00f3g\u0142by okaza\u0107 si\u0119 pora\u017ck\u0105.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-7\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-7\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-7\">\n                            <span class=\"flex items-center font-semibold\">Kt\u00f3re modele Google Cloud wdra\u017cacie?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-7\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-7\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p>Dobieramy model bezpo\u015brednio do celu biznesowego. Wdra\u017camy m.in. TimesFM do prognozowania, Vision AI do przetwarzania obrazu oraz modele Gemini poprzez Vertex AI do zada\u0144 j\u0119zykowych.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-8\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-8\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-8\">\n                            <span class=\"flex items-center font-semibold\">Jak zapobiegacie halucynacjom AI?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-8\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-8\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p>Wdra\u017camy rygorystyczne zabezpieczenia (guardrails), osadzaj\u0105c modele j\u0119zykowe wy\u0142\u0105cznie w zweryfikowanych danych Twojej firmy za pomoc\u0105 architektury <strong>RAG<\/strong> oraz wykorzystuj\u0105c wbudowane w LLM zaawansowane mo\u017cliwo\u015bci wnioskowania (thinking capabilities). W bardzo specyficznych przypadkach dodajemy struktury samodoskonal\u0105ce si\u0119, w kt\u00f3rych subagenci iteracyjnie weryfikuj\u0105, oceniaj\u0105 zgodno\u015b\u0107 z faktami i poprawiaj\u0105 odpowied\u017a przed wy\u015bwietleniem jej u\u017cytkownikowi.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                            <div class=\"border border-customlightGray rounded-4 mb-5\">\n                    <h3 id=\"accordion-open-heading-9\">\n                        <button type=\"button\"\n                                class=\"flex items-center justify-between w-full p-4 md:p-2 gap-3 md:text-4 text-4 md:leading-6 leading-5 text-left\"\n                                data-accordion-target=\"#accordion-open-body-9\"\n                                aria-expanded=\"false\"\n                                aria-controls=\"accordion-open-body-9\">\n                            <span class=\"flex items-center font-semibold\">Czy AI mo\u017ce podejmowa\u0107 dzia\u0142ania wewn\u0105trz naszego wewn\u0119trznego oprogramowania?<\/span>\n                            <svg data-accordion-icon class=\"min-w-[44px] min-h-[44px] rotate-180\" width=\"44\" height=\"44\"\n                                 viewBox=\"0 0 44 44\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                <rect width=\"44\" height=\"44\" rx=\"22\" transform=\"matrix(1 0 0 -1 0 44)\" fill=\"#F3F5F2\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"#170C37\" \/>\n                                <path fill-rule=\"evenodd\" clip-rule=\"evenodd\"\n                                      d=\"M21.2921 17.7569L14.2211 24.828C13.8305 25.2186 13.8305 25.8517 14.2211 26.2423C14.6116 26.6328 15.2447 26.6328 15.6353 26.2423L21.9992 19.8783L28.3632 26.2423C28.7537 26.6328 29.3869 26.6328 29.7774 26.2423C30.1679 25.8517 30.1679 25.2186 29.7774 24.828L22.7063 17.7569C22.3158 17.3664 21.6827 17.3664 21.2921 17.7569Z\"\n                                      fill=\"black\" fill-opacity=\"0.2\" \/>\n                            <\/svg>\n                        <\/button>\n                    <\/h3>\n                    <div id=\"accordion-open-body-9\" class=\"hidden\" aria-labelledby=\"accordion-open-heading-9\">\n                        <div class=\"pb-6 px-3 md:px-8\">\n                            <div class=\"accordion-body text-3 leading-4\">\n                                <p><strong>Tak.<\/strong> U\u017cywamy <strong>Agent Development Kit (ADK)<\/strong> do budowy system\u00f3w zdolnych do wykonywania proces\u00f3w w Twoich po\u0142\u0105czonych aplikacjach, wykorzystuj\u0105c protok\u00f3\u0142 <strong>MCP (Model Context Protocol)<\/strong> lub dedykowane integracje. Przy zaawansowanych operacjach stosujemy protoko\u0142y<strong> A2A (Agent-to-Agent)<\/strong>, aby wiele wyspecjalizowanych agent\u00f3w mog\u0142o wsp\u00f3\u0142pracowa\u0107 nad z\u0142o\u017conym procesem, oraz protoko\u0142y <strong>A2P (Agent-to-Payment\/Platform)<\/strong>, kt\u00f3re pozwalaj\u0105 Twoim agentom bezpiecznie realizowa\u0107 p\u0142atno\u015bci i transakcje w scenariuszach B2B oraz B2C.<\/p>\n                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                        <\/div>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ka\u017cdy chce mie\u0107 strategi\u0119 AI, ale niewiele organizacji ma ochot\u0119 mierzy\u0107 si\u0119 z logistyk\u0105 jej faktycznego wdro\u017cenia. Aby przenie\u015b\u0107 projekt AI z fazy pilota\u017cowej do produkcyjnej we wsp\u00f3\u0142pracy z do\u015bwiadczon\u0105 artificial intelligence development company, musisz rozwi\u0105za\u0107 trzy trudne problemy: Dzi\u015b najwy\u017cszy zwrot z inwestycji (ROI) przynosi wykorzystanie agent\u00f3w AI do inteligentnej automatyzacji. To tak, jakby [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/product.php","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-4726","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Custom AI Development Company | us\u0142ugi mcCloud<\/title>\n<meta name=\"description\" content=\"Custom AI development services. Zamie\u0144 AI FOMO na prawdziwy zwrot z inwestycji. 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