{"id":24977,"date":"2025-12-11T00:57:58","date_gmt":"2025-12-11T00:57:58","guid":{"rendered":"https:\/\/www.ikusi.com\/?p=24977"},"modified":"2025-12-11T00:58:04","modified_gmt":"2025-12-11T00:58:04","slug":"del-piloto-al-valor-real-por-que-las-empresas-mexicanas-no-logran-escalar-su-ia","status":"publish","type":"post","link":"https:\/\/www.ikusi.com\/mx\/del-piloto-al-valor-real-por-que-las-empresas-mexicanas-no-logran-escalar-su-ia\/","title":{"rendered":"Del piloto al valor real: por qu\u00e9 las empresas mexicanas no logran escalar su IA"},"content":{"rendered":"<div class=\"wp-block-post-date\"><time datetime=\"2025-12-11T00:08:01.482Z\">diciembre 11, 2025<\/time><\/div>\n\n<div class=\"wp-block-post-author\"><div class=\"wp-block-post-author__content\"><p class=\"wp-block-post-author__name\">Carlos Lugo<\/p><\/div><\/div>\n\n\n<p>\u00bfRecuerdas cuando Internet era &#8220;la pr\u00f3xima gran cosa&#8221; y todas las empresas quer\u00edan presencia digital, pero pocas sab\u00edan realmente c\u00f3mo monetizarla? La inteligencia artificial vive hoy un momento similar. Seg\u00fan el AI Survey de&nbsp;<a href=\"https:\/\/www.elfinanciero.com.mx\/opinion\/colaborador-invitado\/2025\/08\/04\/el-reto-real-de-la-inteligencia-artificial-en-mexico\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bain &amp; Company<\/a>, solo el 6% de las empresas en M\u00e9xico logr\u00f3 escalar m\u00e1s del 40% de sus iniciativas de IA generativa, mientras que el 67% mantiene menos del 20% en producci\u00f3n real.<\/p>\n\n\n\n<p>El contraste es evidente: todos experimentan, pocos transforman. La brecha no es tecnol\u00f3gica sino de capacidades, infraestructura y enfoque estrat\u00e9gico.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-style:normal;font-weight:100\">Los tres frenos reales<\/h2>\n\n\n\n<p>Las organizaciones permanecen atrapadas en ciclos de pilotos perpetuos sin resultados medibles. Solo el 33% de las empresas mexicanas considera la IA generativa como prioridad estrat\u00e9gica, frente al 79% en Estados Unidos. Los obst\u00e1culos son claros:<\/p>\n\n\n\n<p><strong>Capacidades:<\/strong>&nbsp;El 67% se\u00f1ala falta de experiencia interna. No se trata solo de contratar cient\u00edficos de datos, sino de equipos que redise\u00f1en procesos con IA en el n\u00facleo, l\u00edderes que identifiquen casos de alto valor y gestores que faciliten la adopci\u00f3n cultural.<\/p>\n\n\n\n<p><strong>Infraestructura:<\/strong>&nbsp;El 50% reporta tecnolog\u00eda no preparada. Las aplicaciones de IA son inherentemente distribuidas: datos en data centers, modelos en la nube, usuarios remotos y APIs de terceros. Una red tradicional MPLS no puede sostener estas cargas eficientemente. Los tiempos de respuesta se degradan y la experiencia colapsa.<\/p>\n\n\n\n<p><strong>Enfoque:<\/strong>&nbsp;El 33% carece de comprensi\u00f3n sobre casos de uso. Las organizaciones saben que &#8220;deben hacer algo con IA&#8221; pero no han definido qu\u00e9 procesos transformar\u00e1, c\u00f3mo medir\u00e1n el \u00e9xito ni qu\u00e9 cambios organizacionales son prerrequisito.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u201cLa tolerancia al error es importante. Estas tecnolog\u00edas requieren un nivel de adaptaci\u00f3n, no es lo mismo IA para aviaci\u00f3n que para salud, o bien, hacer apps para canales de tele-atenci\u00f3n. Esto es lo que hay que hacer en el d\u00eda a d\u00eda los pr\u00f3ximos tres a\u00f1os\u201d<\/p>\n\n\n\n<p><a href=\"https:\/\/forbes.com.mx\/ad-desafios-de-inteligencia-artificial-empresas-mexico-ntt-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">Mario Chao de la Cruz<\/a>, CEO de NTT Data M\u00e9xico<\/p>\n<\/blockquote>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-style:normal;font-weight:100\">Conectividad inteligente: el habilitador invisible<\/h2>\n\n\n\n<p>La red es el sistema nervioso de cualquier estrategia de IA distribuida. Consideremos una empresa retail que implementa IA para optimizar inventario en tiempo real: sensores IoT generan datos continuos, modelos procesan en la nube, dashboards ejecutivos consumen insights y apps m\u00f3viles entregan experiencias personalizadas.<\/p>\n\n\n\n<p>Cada flujo tiene requerimientos distintos de latencia y prioridad. SD-WAN prioriza din\u00e1micamente seg\u00fan el contexto de negocio:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Redirecci\u00f3n autom\u00e1tica de tr\u00e1fico por enlaces m\u00e1s eficientes<\/li>\n\n\n\n<li>Priorizaci\u00f3n de aplicaciones de IA sobre correo o navegaci\u00f3n<\/li>\n\n\n\n<li>Resiliencia autom\u00e1tica ante fallos<\/li>\n\n\n\n<li>Visibilidad end-to-end que identifica cuellos de botella<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1024x512.jpg\" alt=\"Del piloto al valor real: por qu\u00e9 las empresas mexicanas no logran escalar su IA - 1\" class=\"wp-image-24980\" srcset=\"https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1024x512.jpg 1024w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-300x150.jpg 300w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-768x384.jpg 768w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1536x768.jpg 1536w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1400x700.jpg 1400w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1200x600.jpg 1200w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-1000x500.jpg 1000w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-900x450.jpg 900w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-600x300.jpg 600w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7-400x200.jpg 400w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/interior_01-7.jpg 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-style:normal;font-weight:100\">El momento es ahora<\/h2>\n\n\n\n<p>El 31% de las empresas en M\u00e9xico ya integra IA generativa en su presupuesto 2025. Los motivadores son claros: productividad (79%), experiencia del cliente (72%) y reducci\u00f3n del time-to-market (44%). El desaf\u00edo es canalizar esa ambici\u00f3n hacia acciones que escalen con impacto.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.ikusi.com\/mx\/servicios\/redes-empresariales\/conectividad-sd-wan\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ikusi Conectividad SD-WAN<\/a>&nbsp;transforma tu infraestructura en un habilitador de negocio. Con gesti\u00f3n 24\/7, escalabilidad instant\u00e1nea y seguridad integrada, proporcionamos la base para convertir experimentos de IA en ventajas competitivas reales.<\/p>\n\n\n\n<p>Conoce c\u00f3mo podemos ayudarte a escalar con seguridad y eficiencia. Cont\u00e1ctanos hoy.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"435\" src=\"https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1024x435.jpg\" alt=\"Del piloto al valor real: por qu\u00e9 las empresas mexicanas no logran escalar su IA - Tabla\" class=\"wp-image-24983\" srcset=\"https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1024x435.jpg 1024w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-300x128.jpg 300w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-768x326.jpg 768w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1536x653.jpg 1536w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-2048x870.jpg 2048w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1940x825.jpg 1940w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1400x595.jpg 1400w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1200x510.jpg 1200w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-1000x425.jpg 1000w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-900x383.jpg 900w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-600x255.jpg 600w, https:\/\/www.ikusi.com\/wp-content\/uploads\/2025\/12\/tabla-3-400x170.jpg 400w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-crowdsignal wp-block-embed-crowdsignal\"><div class=\"wp-block-embed__wrapper\">\n<script>var pd_tags = new Array;pd_tags[\"16379203-src\"]=\"poll-oembed-simple\";<\/script><script type=\"text\/javascript\" charset=\"utf-8\" src=\"https:\/\/secure.polldaddy.com\/p\/16379203.js\"><\/script><noscript><iframe title=\"Cu\u00e9ntanos: \u00bfCu\u00e1l es tu mayor preocupaci\u00f3n al escalar IA en tu organizaci\u00f3n?\" src=\"https:\/\/poll.fm\/16379203\/embed\" frameborder=\"0\" class=\"cs-iframe-embed\"><\/iframe><\/noscript>\n<\/div><\/figure>\n\n\n<script type=\"text\/javascript\">var gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,initializeOnLoaded:function(o){gform.domLoaded&&gform.scriptsLoaded?o():!gform.domLoaded&&gform.scriptsLoaded?window.addEventListener(\"DOMContentLoaded\",o):document.addEventListener(\"gform_main_scripts_loaded\",o)},hooks:{action:{},filter:{}},addAction:function(o,n,r,t){gform.addHook(\"action\",o,n,r,t)},addFilter:function(o,n,r,t){gform.addHook(\"filter\",o,n,r,t)},doAction:function(o){gform.doHook(\"action\",o,arguments)},applyFilters:function(o){return 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