{"id":30572,"date":"2025-09-03T17:17:32","date_gmt":"2025-09-03T17:17:32","guid":{"rendered":"https:\/\/www.tenthrevolution.com\/?p=30215"},"modified":"2025-10-08T10:26:21","modified_gmt":"2025-10-08T10:26:21","slug":"escalar-la-ai-con-finops-y-una-infraestructura-mas-inteligente","status":"publish","type":"post","link":"https:\/\/stage.tenthrevolution.com\/es\/data-ai\/scaling-ai-with-finops-and-smarter-infrastructure\/","title":{"rendered":"Ampliaci\u00f3n de la IA con FinOps e infraestructura m\u00e1s inteligente"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"30572\" class=\"elementor elementor-30572\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12ebe0e e-flex e-con-boxed e-con e-parent\" data-id=\"12ebe0e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ceedc2 elementor-widget elementor-widget-text-editor\" data-id=\"9ceedc2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\"><strong>A medida que las organizaciones se apresuran a integrar la inteligencia artificial en sus operaciones, muchas descubren que el mayor obst\u00e1culo no es el dise\u00f1o del modelo, sino la infraestructura.<\/strong> <\/span><\/p><p><span style=\"font-weight: 400;\">Las cargas de trabajo de formaci\u00f3n e inferencia requieren hardware especializado, redes de gran ancho de banda y una gobernanza que abarque varias nubes. Sin disciplina, los costes aumentan, la capacidad se vuelve impredecible y los proyectos pierden credibilidad ante las partes interesadas.<\/span><\/p><h2><b>La nueva econom\u00eda de la IA<\/b><\/h2><p><span style=\"font-weight: 400;\">Los ejecutivos se hacen cada vez m\u00e1s tres preguntas: \u00bfPor qu\u00e9 son tan imprevisibles los costes de la GPU? \u00bfC\u00f3mo deben tener en cuenta los presupuestos la formaci\u00f3n frente a la inferencia? Y \u00bfqu\u00e9 estructuras de gobernanza pueden gestionar la complejidad de la multi-nube y los requisitos normativos?<\/span><\/p><p><span style=\"font-weight: 400;\">Los retos se derivan de cambios fundamentales en la econom\u00eda de la nube:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Escasez y coste de la GPU.<\/b><span style=\"font-weight: 400;\"> La demanda de aceleradores por parte de las empresas se ha disparado, lo que ha hecho subir los precios. Un exceso de aprovisionamiento supone una p\u00e9rdida millonaria, mientras que una falta de aprovisionamiento puede paralizar proyectos cr\u00edticos.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Formaci\u00f3n frente a inferencia.<\/b><span style=\"font-weight: 400;\"> La formaci\u00f3n requiere grandes cantidades de c\u00e1lculo durante un periodo limitado, mientras que las cargas de trabajo de inferencia son continuas y sensibles a la latencia. Cada fase introduce una din\u00e1mica \u00fanica de costes y rendimiento.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gravedad de los datos.<\/b><span style=\"font-weight: 400;\"> Trasladar grandes conjuntos de datos de formaci\u00f3n a trav\u00e9s de proveedores o fronteras introduce gastos generales y riesgos de cumplimiento.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Demanda espigada.<\/b><span style=\"font-weight: 400;\"> La experimentaci\u00f3n con IA produce a menudo picos irregulares de carga de trabajo que los modelos tradicionales de presupuestaci\u00f3n no pueden acomodar.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Para muchas empresas, estos factores se combinan para crear costes impredecibles e ineficiencias operativas que socavan la adopci\u00f3n de la IA.<\/span><\/p><p>Las empresas que adoptan FinOps para la IA necesitan personas que entiendan tanto la orquestaci\u00f3n t\u00e9cnica como la responsabilidad financiera. <strong>El Grupo D\u00e9cima Revoluci\u00f3n le ayuda a contratar profesionales<\/strong> con esa rara mezcla de habilidades.<\/p><h2><b>La respuesta de FinOps<\/b><\/h2><p><span style=\"font-weight: 400;\">Desde hace mucho tiempo, FinOps consiste en aunar finanzas, ingenier\u00eda y operaciones para crear responsabilidad. En la era de la IA, la disciplina est\u00e1 evolucionando para hacer frente a nuevas demandas:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Estrategias de colocaci\u00f3n de la carga de trabajo<\/b><span style=\"font-weight: 400;\"> que sopesan las opciones de nube p\u00fablica, nube soberana y local para cargas de trabajo sensibles.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Atribuci\u00f3n de costes y devoluci\u00f3n de gastos<\/b><span style=\"font-weight: 400;\"> para que el uso de la GPU se controle por equipo, modelo o producto, vinculando el gasto al valor empresarial.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>M\u00e9tricas de sostenibilidad<\/b><span style=\"font-weight: 400;\"> ya que los reguladores y los inversores se centran en el consumo de energ\u00eda y la informaci\u00f3n sobre el carbono.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Seguridad y soberan\u00eda por dise\u00f1o<\/b><span style=\"font-weight: 400;\"> para cumplir las normas de residencia sin sacrificar el rendimiento.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Las empresas que adoptan estas pr\u00e1cticas pueden alinear las decisiones de infraestructura de IA con la estrategia empresarial en lugar de tratarlas como opciones puramente t\u00e9cnicas.<\/span><\/p><h2><b>Medidas pr\u00e1cticas para los dirigentes<\/b><\/h2><p><span style=\"font-weight: 400;\">Los directivos que quieran evitar el estancamiento de los proyectos de IA deben incluir la disciplina de infraestructuras en la planificaci\u00f3n estrat\u00e9gica. Las acciones clave incluyen:<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Construir una capa de observabilidad de costes de IA.<\/b><span style=\"font-weight: 400;\"> Vaya m\u00e1s all\u00e1 de los paneles de facturaci\u00f3n y conecte el gasto directamente con las cargas de trabajo y los resultados.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Adoptar una gobernanza multi-nube.<\/b><span style=\"font-weight: 400;\"> Establezca pol\u00edticas claras para la colocaci\u00f3n de la carga de trabajo, la salida de datos y la redundancia.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Replantearse construir frente a comprar.<\/b><span style=\"font-weight: 400;\"> Decida cu\u00e1ndo confiar en GPU alquiladas para obtener agilidad y cu\u00e1ndo los cl\u00fasteres privados ofrecen soberan\u00eda y control de costes.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Alinear los incentivos entre los equipos.<\/b><span style=\"font-weight: 400;\"> Crear un consejo de FinOps que equilibre la necesidad de velocidad de los cient\u00edficos de datos con la necesidad de previsibilidad de las finanzas y la funci\u00f3n de supervisi\u00f3n del cumplimiento.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Planificar la preparaci\u00f3n reglamentaria.<\/b><span style=\"font-weight: 400;\"> Incorporar la soberan\u00eda y la auditabilidad en la arquitectura para prepararse para la Ley de Inteligencia Artificial de la UE, la Ley de Servicios Digitales y las nuevas leyes estadounidenses.<\/span><\/li><\/ol><p>Si la infraestructura se ha convertido en el verdadero cuello de botella para escalar la IA, <strong>Tenth Revolution Group puede proporcionar los expertos en FinOps y nube<\/strong> que convierten el control de costes en una ventaja competitiva.<\/p><h2><b>Ejemplos sobre el terreno<\/b><\/h2><p><span style=\"font-weight: 400;\">Este planteamiento ya est\u00e1 dando resultados en varias industrias.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Servicios financieros<\/b><span style=\"font-weight: 400;\"> Las empresas utilizan marcos FinOps para gestionar los costes de la GPU para la detecci\u00f3n del fraude y, al mismo tiempo, cumplir los requisitos de auditor\u00eda.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sanidad<\/b><span style=\"font-weight: 400;\"> Los proveedores conf\u00edan en cl\u00fasteres soberanos en la nube para proteger los datos de los pacientes al tiempo que permiten realizar diagn\u00f3sticos escalables.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Comercio minorista y log\u00edstica<\/b><span style=\"font-weight: 400;\"> organizaciones utilizan FinOps para controlar los picos estacionales en la previsi\u00f3n de la demanda impulsada por IA.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Estos ejemplos demuestran c\u00f3mo la gobernanza financiera permite la innovaci\u00f3n al proporcionar previsibilidad y control.<\/span><\/p><h2><b>Del control de costes a la ventaja competitiva<\/b><\/h2><p><span style=\"font-weight: 400;\">Algunos siguen considerando las FinOps como un mecanismo de control de costes. En realidad, es un facilitador estrat\u00e9gico. Una infraestructura de IA eficiente acelera la experimentaci\u00f3n, reduce las barreras para escalar geogr\u00e1ficamente y refuerza la resistencia frente a las interrupciones de la cadena de suministro o de la regulaci\u00f3n.<\/span><\/p><p><span style=\"font-weight: 400;\">Las empresas l\u00edderes no ser\u00e1n necesariamente las que dispongan de los mayores clusters de GPU, sino las que gestionen sus recursos con mayor inteligencia y previsi\u00f3n.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c3d331 e-flex e-con-boxed e-con e-parent\" data-id=\"2c3d331\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6759831 elementor-widget elementor-widget-heading\" data-id=\"6759831\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>\u00a0\u00bfNecesita talento para la nube y los datos que pueda optimizar el gasto en GPU, gestionar estrategias multicloud y reforzar sus capacidades FinOps? <\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754871f elementor-widget elementor-widget-text-editor\" data-id=\"754871f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Le pondremos en contacto con talentos tecnol\u00f3gicos de confianza capaces de equilibrar la innovaci\u00f3n con la rentabilidad y el cumplimiento de las normativas.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3cd973 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"b3cd973\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.tenthrevolution.com\/services\/finding-talent\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Encuentre su pr\u00f3xima gran contrataci\u00f3n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Descubra c\u00f3mo las FinOps, la orquestaci\u00f3n de GPU y las estrategias en la nube ayudan a las empresas a controlar los costes de la IA, cumplir los objetivos de conformidad y ampliar la formaci\u00f3n y la inferencia.<\/p>","protected":false},"author":2,"featured_media":30678,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[74],"tags":[],"class_list":["post-30572","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Scaling AI with FinOps: Smarter infrastructure for enterprises<\/title>\n<meta name=\"description\" content=\"Learn how FinOps, GPU orchestration, and cloud strategies help enterprises control AI costs, meet compliance goals, and scale training and inference.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta 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