{"id":563301,"date":"2026-04-22T06:47:56","date_gmt":"2026-04-22T06:47:56","guid":{"rendered":"https:\/\/www.capgemini.com\/mx-es\/?post_type=research-and-insight&#038;p=563301"},"modified":"2026-04-22T06:54:21","modified_gmt":"2026-04-22T06:54:21","slug":"por-que-los-pilotos-de-ia-tienen-exito-pero-la-transformacion-de-la-ingenieria-fracasa","status":"publish","type":"research-and-insight","link":"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/por-que-los-pilotos-de-ia-tienen-exito-pero-la-transformacion-de-la-ingenieria-fracasa\/","title":{"rendered":"Por qu\u00e9 los pilotos de IA tienen \u00e9xito, pero la transformaci\u00f3n de la ingenier\u00eda fracasa"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2026\/03\/ERD-pulse-web-banner.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:21% 56.99999999999999%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Engineering<\/span><\/div><\/div><div class=\"brandInfo\"><div class=\"brandLogo\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering-white.svg\" alt=\"capgemini-engineering\" class=\"dark\"\/><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering.svg\" alt=\"capgemini-engineering\" class=\"light\"\/><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Por qu\u00e9 los pilotos de IA tienen \u00e9xito, pero la transformaci\u00f3n de la ingenier\u00eda fracasa<\/h1><\/div><h2 class=\"reasearchInsightTitle\">La IA como servicio p\u00fablico: Reingenier\u00eda de la ingenier\u00eda para la era de la IA<\/h2><div class=\"inner-row-insight download-btn\"><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div class=\"col-12 col-md-2\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Abrir en una nueva ventana\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561&amp;text=What%20matters%20to%20todays%20consumer%202024\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Abrir en una nueva ventana\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?post_type=research-and-insight&amp;p=975561&amp;text=What%20matters%20to%20todays%20consumer%202024\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"Abrir en una nueva ventana\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div><div class=\"article-text article-quote-text\">\n<h3 class=\"wp-block-heading\" id=\"h-la-ia-ha-alcanzado-un-momento-crucial-en-la-ingenieria-y-la-i-d-si-bien-los-lideres-esperan-que-resulte-transformadora-en-los-proximos-tres-anos-la-mayoria-de-las-organizaciones-permanecen-estancadas-en-proyectos-piloto-que-no-logran-escalar-ni-generar-valor-sostenido\">La IA ha alcanzado un momento crucial en la ingenier\u00eda y la I+D. Si bien los l\u00edderes esperan que resulte transformadora en los pr\u00f3ximos tres a\u00f1os, la mayor\u00eda de las organizaciones permanecen estancadas en proyectos piloto que no logran escalar ni generar valor sostenido.<\/h3>\n\n\n\n<p>Seg\u00fan el informe del Capgemini Research Institute \u2014<em><a href=\"\/mx-es\/insights\/biblioteca-de-investigacion\/pulso-de-desarrollo-e-investigacion-en-ingenieria-2026\/\">Engineering &amp; R&amp;D Pulse 2026<\/a><\/em>\u2014, el desaf\u00edo no reside en la capacidad de la IA, sino en c\u00f3mo esta se conceptualiza, se gobierna y se integra en las organizaciones de ingenier\u00eda.<\/p>\n\n\n\n<p>Hoy en d\u00eda, la IA sigue siendo tratada en gran medida como un software tradicional: aplicada a problemas aislados, implementada en silos y desconectada de los procesos de ingenier\u00eda centrales, de los fundamentos de datos y de la gobernanza. Este enfoque fragmentado limita el impacto, aumenta la complejidad y socava la confianza y la escalabilidad. Como resultado, solo una peque\u00f1a proporci\u00f3n de las iniciativas de IA se traducen en un valor sostenido a nivel empresarial.<\/p>\n\n\n\n<p>Nuestro reciente punto de vista aboga por un enfoque fundamentalmente diferente: la IA debe ser tratada como un servicio b\u00e1sico (<em>utility<\/em>), dise\u00f1ada para ser segura, fiable y accesible por defecto.<\/p>\n\n\n\n<p>Cuando se integra en los sistemas, procesos y la cultura de la ingenier\u00eda, la IA puede potenciar \u2014en lugar de reemplazar\u2014 a los equipos de ingenier\u00eda, permitiendo aplicar la inteligencia precisamente all\u00ed donde genera el mayor impacto. Esta visi\u00f3n cobra vida a trav\u00e9s de la <a href=\"\/mx-es\/solutions\/eleve-sus-posibilidades-con-la-ingenieria-aumentada\/\">Ingenier\u00eda Aumentada<\/a>, la cual combina la pericia humana en ingenier\u00eda con la IA en un modelo h\u00edbrido dise\u00f1ado para el rigor y la complejidad de los entornos de ingenier\u00eda. La Ingenier\u00eda Aumentada se sustenta en nuestro marco <em><a href=\"\/mx-es\/solutions\/marco-de-ia-de-resonancia\/\">Resonance AI Framework<\/a><\/em>, que proporciona los cimientos esenciales para las capacidades de IA, la preparaci\u00f3n organizacional y una colaboraci\u00f3n efectiva entre humanos e IA a gran escala.<\/p>\n\n\n\n<p>Lea el punto de vista completo y explore c\u00f3mo las organizaciones de ingenier\u00eda pueden ir m\u00e1s all\u00e1 de los proyectos piloto para generar valor con la IA a escala.<\/p>\n\n\n\n<div style=\"height:42px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<a class=\"turtl-embed\" target=\"_blank\" style=\"width: 850px; max-width: 100%;\" data-turtl-doc-type=\"turtl-doc\" data-turtl-embed-type=\"animation\" data-turtl-link-text=\"Click to read\" data-turtl-width=\"340\" data-turtl-display-mode=\"lightbox\" data-turtl-animation-mode=\"hover\" data-turtl-color=\"#173d41\" data-turtl-story-id=\"699dbb5344c222fa839ceb9a\"  href=https:\/\/capgemini.turtl.co\/story\/why-ai-pilots-succeed-but-ai-transformation-fails-at-scal\/page\/1?teaser=yes title=\"Why AI pilots succeed, but AI-transformation fails at scale\">Click to read Why AI pilots succeed, but AI-transformation fails at scale<\/a>\n\n<!-- Please call embed.js only once per page -->\n\n<script async type=\"text\/javascript\" data-turtl-script=\"embed\" data-turtl-assets-hostname=https:\/\/assets.turtl.co src=https:\/\/app-static.turtl.co\/embed\/turtl.embed.v2.js><\/script>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n<section class=\"latest-insights layout-odd \"><div class=\"container\"><div class=\"insight-title\"><h2 class=\"latest-insight-title\">\u00daltimas perspectivas<\/h2><\/div><div class=\"layout-single-card\">\n                      <div class=\"row align-items-center w-lg-100\">\n                        <div class=\"card-image-wrapper\">\n                                <div class=\"card-image\" data-image-url=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/pulso-de-desarrollo-e-investigacion-en-ingenieria-2026\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=2048&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=2048&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=1024&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=2048&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=1024&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=2048&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=500&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg?w=1000&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/11\/DotCom_Banner_2880X1800.jpg\" alt=\"Engineering and R&amp;D pulse 2026\" style=\"object-position: 50% 50%; object-fit: cover;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n                                <\/div>\n                            <\/div>\n                            <div class=\"col-12 col-md-5 col-lg-7\"><\/div>\n                        <div class=\"col-12 col-md-7 col-lg-5\">\n                            <a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/pulso-de-desarrollo-e-investigacion-en-ingenieria-2026\/\" aria-label=\"Pulso de Ingenier\u00eda e I+D 2026\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-start\">\n                                <div class=\"card-tag\">Report<\/div>\n                                <h3 class=\"card-title\">Pulso de Ingenier\u00eda e I+D 2026<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                     <\/div>\n                    <\/div><div class=\"layout-two-card cards-reversed\">\n                                <div class=\"row align-items-center\"><div class=\"card-image-wrapper\">\n                                <div class=\"card-image\" data-image-url=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/agentes-de-ia\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=800&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=350&#038;quality=70 1x, https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg?w=700&#038;quality=70 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2025\/07\/CRI-AI-agents_web-banner.jpg\" alt=\"\" style=\"object-position: 50% 50%; object-fit: cover;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n                                <\/div>\n                            <\/div><div class=\"col-12 col-md-6 col-lg-4 flex-sm-order-reverse\">\n                            <a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/gen-ai-en-software\/\" aria-label=\"Gen AI en software\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-start\">\n                                <div class=\"card-tag\">Report<\/div>\n                                <h3 class=\"card-title\">Gen AI en software<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"\" alt=\"\" class=\"light\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"\" alt=\"\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <div class=\"col-12 col-md-6 col-lg-4\">\n                           <a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/agentes-de-ia\/\" aria-label=\"Agentes de IA\" class=\"card-link-holder\">\n                            <div class=\"insight-card insight-card-center\">\n                                <div class=\"card-tag\">Capgemini Research Institute<\/div>\n                                <h3 class=\"card-title\">Agentes de IA<\/h3>\n                                <div class=\"insight-card-footer\">\n                                    <img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute.svg\" alt=\"capgemini-research-institute\" class=\"light\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-research-institute-white.svg\" alt=\"capgemini-research-institute\" class=\"dark\">\n                                <\/div>\n                            <\/div>\n                            <\/a>\n                        <\/div>\n                    <div class=\"col-12 col-lg-4 d-md-none d-lg-block\"><\/div><\/div>\n                    <\/div><\/div><\/section>\n\n\n\t\t<section\n\t\t\tclass=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"heading col-12 col-md-8\">\n\t\t\t\t\t\t\t\t<h2>Related insights<\/h2>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 454f8fda-a2ec-4097-9ab8-99487c8c1776\">\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper smallDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider prev\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next \"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider next\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\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<div\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"34\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Eleva tus posibilidades con Ingenier\u00eda IA\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tEleva tus posibilidades con Ingenier\u00eda IA\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Ingenier\u00eda. Ll\u00e9vala al siguiente nivel.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tIngenier\u00eda. Ll\u00e9vala al siguiente nivel.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"brand-logo-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"Leer m\u00e1s sobre Eleva tus posibilidades con Ingenier\u00eda IA&lt;br&gt;\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\" tabindex=\"0\" href=\"\/mx-es\/solutions\/eleve-sus-posibilidades-con-la-ingenieria-aumentada\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tLeer m\u00e1s\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\n\t\t\t\t\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/06\/Augmented-Engineering-banner.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" 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\">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"34\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Resonance AI Framework de Capgemini\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tResonance AI Framework de Capgemini\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"El marco Resonance AI ayuda a l\u00edderes a aprovechar el potencial de la IA y alcanzar liderazgo de mercado en cualquier sector hoy.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tEl marco Resonance AI ayuda a l\u00edderes a aprovechar el potencial de la IA y alcanzar liderazgo de mercado en cualquier sector hoy.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"brand-logo-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"Leer m\u00e1s sobre Resonance AI Framework de Capgemini\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\" tabindex=\"-1\" href=\"\/mx-es\/solutions\/marco-de-ia-de-resonancia\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tLeer m\u00e1s\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper 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https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/CG-banner-HD-image.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/CG-banner-HD-image.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/CG-banner-HD-image.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/CG-banner-HD-image.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tobject-position: 50% 50%; object-fit: cover;\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<div class=\"slider-nav-wrapper largeDevice\">\n\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 text-center\">\n\t\t\t\t\t\t\t\t<div class=\"slider-nav\">\n\t\t\t\t\t\t\t\t\t<button class=\"slider-prev inactive\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider prev\"><\/button>\n\t\t\t\t\t\t\t\t\t<ul class=\"slider-paginator\"><\/ul>\n\t\t\t\t\t\t\t\t\t<button class=\"slider-next\"\n\t\t\t\t\t\t\t\t\t\taria-label=\"slider next\"><\/button>\n\t\t\t\t\t\t\t\t<\/div>\n\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\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t","protected":false},"excerpt":{"rendered":"<p>La IA como servicio p\u00fablico: Reingenier\u00eda de la ingenier\u00eda para la era de la IA<\/p>\n","protected":false},"author":87,"featured_media":563302,"template":"","meta":{"cg_dt_proposed_to":[25],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":true,"footnotes":"","related_resource_url":"","related_resource_id":0,"related_resource_size":"","related_resource_type":"","cg_author":0,"_yoast_wpseo_primary_theme":365,"primary_term":"Engineering","featured_focal_points":""},"tags":[],"research-and-insight-type":[],"theme":[365],"brand":[81],"service":[],"industry":[],"partners":[],"content-group":[],"class_list":["post-563301","research-and-insight","type-research-and-insight","status-publish","has-post-thumbnail","hentry","theme-engineering","brand-capgemini-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - 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