{"id":567464,"date":"2026-09-08T04:08:51","date_gmt":"2026-09-08T04:08:51","guid":{"rendered":"https:\/\/www.capgemini.com\/mx-es\/?p=567464"},"modified":"2026-09-08T05:27:51","modified_gmt":"2026-09-08T05:27:51","slug":"de-la-shadow-ai-a-la-ia-gobernada-como-recuperar-el-control-del-gasto-en-inteligencia-artificial","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/mx-es\/insights\/expert-perspectives\/de-la-shadow-ai-a-la-ia-gobernada-como-recuperar-el-control-del-gasto-en-inteligencia-artificial\/","title":{"rendered":"De la Shadow AI a la IA gobernada: c\u00f3mo recuperar el control del gasto en inteligencia artificial"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1><strong><strong>De la Shadow AI a la IA gobernada: c\u00f3mo recuperar el control del gasto en inteligencia artificial<\/strong><\/strong><\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2026\/09\/Daniel-Zavalza.png?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Daniel Zavalza<\/h5><h5 class=\"blog-date\">Sept 8, 2026<\/h5><\/div><\/div><div class=\"brand-image\"><img decoding=\"async\" loading=\"lazy\" src=\"\/wp-content\/themes\/capgemini2025\/assets\/images\/capgemini-engineering-white.svg\" alt=\"capgemini-engineering\"\/><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"grid-container\"><div class=\"col-12 col-md-2\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?p=1206744\" 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-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?p=1206744\" 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<ul class=\"wp-block-list\">\n<li><em>El 61% de las organizaciones se\u00f1ala que el aumento de los costos de la nube, SaaS y la IA generativa est\u00e1 afectando su rentabilidad; FinOps puede ayudar a recuperar visibilidad y optimizar estas inversiones.<\/em><\/li>\n\n\n\n<li><em>Un estudio del Capgemini Research Institute revela, adem\u00e1s, que el 98% de los l\u00edderes empresariales ha adquirido tecnolog\u00eda sin involucrar a TI al menos en alguna ocasi\u00f3n, impulsando una gesti\u00f3n m\u00e1s descentralizada del gasto tecnol\u00f3gico.<\/em><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">La inteligencia artificial lleg\u00f3 a muchas organizaciones m\u00e1s r\u00e1pido de lo que evolucionaron sus mecanismos de gobernanza. La velocidad con la que estas herramientas se volvieron accesibles permiti\u00f3 que distintas \u00e1reas de negocio contrataran soluciones, activaran servicios o impulsaran nuevos casos de uso sin depender necesariamente de procesos tecnol\u00f3gicos centralizados. El impacto ya es visible en los presupuestos y en la rentabilidad.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">El 68% de las organizaciones ha excedido su presupuesto de IA generativa. Al mismo tiempo, el 61% reconoce que el aumento de los costos asociados a la nube, el software como servicio (SaaS) y la IA generativa est\u00e1 afectando directamente sus resultados de negocio. As\u00ed lo revela el informe \u201c<a href=\"\/mx-es\/insights\/biblioteca-de-investigacion\/del-gasto-de-capital-a-la-nube-de-consumo\/\">La paradoja de la tecnolog\u00eda bajo demanda: equilibrar la veloc<\/a><a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/del-gasto-de-capital-a-la-nube-de-consumo\/\">idad<\/a><a href=\"\/mx-es\/insights\/biblioteca-de-investigacion\/del-gasto-de-capital-a-la-nube-de-consumo\/\"> <\/a><a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/del-gasto-de-capital-a-la-nube-de-consumo\/\">y el gasto<\/a>\u201d, del Capgemini Research Institute. M\u00e1s que un problema de inversi\u00f3n insuficiente o equivocada, el desaf\u00edo radica en la falta de visibilidad sobre el consumo tecnol\u00f3gico y el valor que genera.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">El origen del reto es estructural y, por ello, puede abordarse de manera sistem\u00e1tica. Actualmente, el 59% del gasto en IA generativa es impulsado por las \u00e1reas de negocio sin intervenci\u00f3n directa de TI. Adem\u00e1s, el 98% de los l\u00edderes empresariales admite haber adquirido tecnolog\u00eda sin involucrar a TI al menos en alguna ocasi\u00f3n, mientras que el 54% reconoce adoptar estrategias \u201ccloud-first\u201d sin incorporar la planeaci\u00f3n de costos desde el inicio. Estas condiciones favorecen lo que suele denominarse <em>Shadow AI<\/em>: la adopci\u00f3n de soluciones de inteligencia artificial fuera de mecanismos integrales de supervisi\u00f3n y gobernanza, con riesgos asociados a costos, seguridad y control. Como resultado, el 58% de los ejecutivos describe los costos de la tecnolog\u00eda bajo demanda como un verdadero \u201cagujero negro\u201d para sus organizaciones.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Las organizaciones ya est\u00e1n reaccionando frente a esta situaci\u00f3n, aunque el ajuste va mucho m\u00e1s all\u00e1 de incrementar presupuestos. Un segundo estudio del instituto, \u201c<a href=\"https:\/\/www.capgemini.com\/mx-es\/insights\/biblioteca-de-investigacion\/perspectivas-de-la-ia-2026\/\">La ventaja de la IA a largo plazo: construyendo la empresa del ma\u00f1ana<\/a>\u201d, muestra que las organizaciones planean destinar en promedio el 5% de su presupuesto total de negocio a iniciativas de IA en 2026, frente al 3% registrado en 2025. Este mayor compromiso financiero viene acompa\u00f1ado de decisiones m\u00e1s selectivas para generar valor: fortalecer la gobernanza, reforzar las capacidades de datos e infraestructura y reasignar recursos hacia iniciativas con mayor impacto. De hecho, cerca de dos tercios de las organizaciones ya han pausado proyectos de menor prioridad para concentrarse en aquellos con mejores perspectivas de resultados.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En conjunto, ambos estudios apuntan a una gesti\u00f3n m\u00e1s disciplinada de la inversi\u00f3n tecnol\u00f3gica. El primero identifica a FinOps como una capacidad clave para controlar y optimizar el gasto en nube, SaaS e IA generativa; el segundo subraya la necesidad de fortalecer la gobernanza, los datos y la infraestructura como pilares para escalar la IA de manera sostenible. FinOps combina finanzas, tecnolog\u00eda y negocio para mejorar la visibilidad del consumo, optimizar costos y establecer una mayor responsabilidad compartida sobre el valor generado por las inversiones tecnol\u00f3gicas. M\u00e1s que limitar la innovaci\u00f3n, busca ayudar a las organizaciones a tomar decisiones mejor informadas sobre d\u00f3nde invertir, c\u00f3mo medir resultados y cu\u00e1ndo escalar iniciativas. En palabras del propio informe, el cambio de mentalidad consiste en evolucionar de una visi\u00f3n <em>cloud-first<\/em> hacia una estrategia <em>cloud-smart<\/em>: adoptar la nube y la inteligencia artificial donde generen valor, con una comprensi\u00f3n clara de sus costos y beneficios.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u201cLa cuesti\u00f3n principal no es solo cu\u00e1nto se invierte, sino qu\u00e9 visibilidad existe sobre ese gasto y el valor que genera. Las organizaciones que integran finanzas, tecnolog\u00eda y negocio est\u00e1n en una mejor posici\u00f3n para optimizar sus inversiones en nube, software e inteligencia artificial. FinOps brinda un marco para avanzar en esa direcci\u00f3n y convertir el control de costos en una capacidad estrat\u00e9gica\u201d, <\/em>se\u00f1al\u00f3 Daniel Zavalza, director de Tecnolog\u00eda (CTO) de Capgemini para el Norte de Latinoam\u00e9rica. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">El reto para las organizaciones en 2026 no ser\u00e1 decidir si invertir en inteligencia artificial, sino establecer la gobernanza, las capacidades y la disciplina financiera necesarias para convertir esa inversi\u00f3n en valor de negocio sostenible.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a id=\"_msocom_1\"><\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\" section section--expert-slider wrapper-people-slider wp-block-cg-blocks-wrapper-people-slider undefined\"><div class=\"container\"><div class=\"row\"><div class=\"content-title col-12 col-md-8\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Conozca a nuestro experto<\/h2><\/div><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/mx-es\/wp-content\/uploads\/sites\/28\/2026\/09\/Daniel-Zavalza.png\" alt=\"Daniel Zavalza\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"abrir en una nueva ventana\" href=\"https:\/\/www.linkedin.com\/in\/zavalza\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Daniel Zavalza<\/h3>\n\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<span>Chief Technology Officer Capgemini North LATAM<\/span>\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<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\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\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"abrir en una nueva ventana\" href=\"https:\/\/www.linkedin.com\/in\/zavalza\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\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<div class=\"people-info\">Daniel Zavalza es un alto ejecutivo de negocios y TI especialista en plataformas de datos, con amplia experiencia y una carrera que abarca diversas geograf\u00edas, incluyendo Am\u00e9rica, Europa y Asia-Pac\u00edfico.\nHa trabajado con empresas de primer nivel como FEMSA, CEMEX, Disney, Experian y Dassault Syst\u00e8mes, enfoc\u00e1ndose en soluciones de plataformas de datos e infraestructura de TI.\n\n\nActualmente, como Chief Technology Officer en Capgemini North LATAM, lidera la tecnolog\u00eda y la innovaci\u00f3n, adem\u00e1s de contar con un s\u00f3lido conocimiento en servicios en la nube y seguridad de TI. Daniel es reconocido por su liderazgo en construir equipos de alto rendimiento y fomentar culturas colaborativas. Por su experiencia en transformaci\u00f3n digital e innovaci\u00f3n tecnol\u00f3gica, es tambi\u00e9n un destacado conferencista en los campos de TI y gesti\u00f3n de datos. <\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>De la Shadow AI a la IA gobernada: c\u00f3mo recuperar el control del gasto en inteligencia artificial<\/p>\n","protected":false},"author":367,"featured_media":566457,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[25],"cg_seo_hreflang_relations":"[{\"uuid\":\"60e0c9b5-9c1f-4373-b933-bf1efa3ee4de\",\"blogId\":\"28\",\"domain\":\"www.capgemini.com\",\"sitePath\":\"\/mx-es\/\",\"postLink\":\"https:\/\/www.capgemini.com\/mx-es\/insights\/expert-perspectives\/de-la-shadow-ai-a-la-ia-gobernada-como-recuperar-el-control-del-gasto-en-inteligencia-artificial\/\",\"postId\":567464,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false,\"hreflang\":\"\",\"link\":\"\"}]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":true,"_yoast_wpseo_primary_brand":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","featured_focal_points":"","jetpack_post_was_ever_published":false},"categories":[1],"tags":[],"brand":[],"service":[],"industry":[],"partners":[],"blog-topic":[49],"content-group":[],"class_list":["post-567464","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","blog-topic-data-and-ai"],"yoast_head":"<!-- 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