{"id":32506,"date":"2025-12-18T23:25:09","date_gmt":"2025-12-19T05:25:09","guid":{"rendered":"https:\/\/reseller.lat\/?p=32506"},"modified":"2025-12-18T23:28:09","modified_gmt":"2025-12-19T05:28:09","slug":"la-ia-en-latam-falta-actualizacion-nube-y-datos-organizados","status":"publish","type":"post","link":"https:\/\/reseller.lat\/?p=32506","title":{"rendered":"La IA en Latam, falta actualizaci\u00f3n, nube y datos organizados: TOTVS"},"content":{"rendered":"\n<p>La&nbsp;<strong>discusi\u00f3n sobre la inteligencia artificial<\/strong>&nbsp;(IA) ha ganado terreno en la agenda&nbsp;<strong>corporativa latinoamericana<\/strong>. Pero la distancia entre el discurso y la&nbsp;<strong>generaci\u00f3n efectiva<\/strong>&nbsp;de valor sigue siendo considerable para una&nbsp;<strong>alta adopci\u00f3n<\/strong>&nbsp;de IA en Latam.<\/p>\n\n\n\n<p>Aunque la regi\u00f3n&nbsp;<strong>vive un proceso de creciente digitalizaci\u00f3n<\/strong>&nbsp;y enfrenta una presi\u00f3n competitiva cada vez mayor. Buena parte de las empresas&nbsp;<strong>a\u00fan carece<\/strong>&nbsp;de las condiciones estructurales m\u00ednimas para&nbsp;<strong>obtener resultados consistentes<\/strong>&nbsp;con el uso de esta tecnolog\u00eda.&nbsp;<\/p>\n\n\n\n<p>No se trata de un&nbsp;<strong>desajuste puntual<\/strong>, sino sist\u00e9mico. Y se explica, principalmente, por la ausencia de&nbsp;<strong>tres elementos fundamentales<\/strong>: sistemas actualizados, operaci\u00f3n en la nube y&nbsp;<strong>datos organizados<\/strong>.<\/p>\n\n\n\n<p>Un an\u00e1lisis reciente de&nbsp;<strong>McKinsey<\/strong>&nbsp;revela que s\u00f3lo cerca del&nbsp;<strong>40 %<\/strong>&nbsp;de los proyectos de IA logran&nbsp;<strong>avanzar m\u00e1s all\u00e1<\/strong>&nbsp;de la fase piloto En gran medida debido&nbsp;<strong>a limitaciones<\/strong>&nbsp;en la infraestructura de TI, en la capacidad&nbsp;<strong>de integraci\u00f3n<\/strong>&nbsp;y en la calidad de la&nbsp;<strong>informaci\u00f3n<\/strong>&nbsp;disponible.<\/p>\n\n\n\n<p>En sectores con&nbsp;<strong>m\u00e1rgenes presionados<\/strong>, volatilidad econ\u00f3mica o&nbsp;<strong>mayor exposici\u00f3n<\/strong>&nbsp;regulatoria, aspectos frecuentes en&nbsp;<strong>varios pa\u00edses<\/strong>&nbsp;de Latinoam\u00e9rica, estas barreras se vuelven&nbsp;<strong>a\u00fan m\u00e1s evidentes<\/strong>.<\/p>\n\n\n\n<p>La IA, por s\u00ed sola,&nbsp;<strong>no corrige estos problemas<\/strong>.<\/p>\n\n\n\n<p>La&nbsp;<strong>migraci\u00f3n a la nube<\/strong>, por su parte, se ha consolidado como&nbsp;<strong>condici\u00f3n<\/strong>&nbsp;para la escalabilidad.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-reconfiguracion-de-la-ia-en-latam\"><strong>Reconfiguraci\u00f3n de la IA en Latam<\/strong><\/h2>\n\n\n\n<p>Estudios globales, como el&nbsp;<strong>AWS Cloud Adoption Report<\/strong>, indican que el&nbsp;<strong>80 %<\/strong>&nbsp;de las empresas ya utiliza&nbsp;<strong>computaci\u00f3n<\/strong>&nbsp;en la nube. Y que m\u00e1s del&nbsp;<strong>60 %<\/strong>&nbsp;ejecuta aplicaciones cr\u00edticas en&nbsp;<strong>entornos cloud<\/strong>.<\/p>\n\n\n\n<p>M\u00e1s que un&nbsp;<strong>cambio t\u00e9cnico<\/strong>, esto representa una&nbsp;<strong>reconfiguraci\u00f3n<\/strong>&nbsp;de la manera en que las organizaciones&nbsp;<strong>gestionan costos<\/strong>, riesgos y tiempos de respuesta:<\/p>\n\n\n\n<p><strong>Dimensiones esenciales<\/strong>&nbsp;en mercados sometidos a ciclos&nbsp;<strong>econ\u00f3micos inestables<\/strong>, cambios regulatorios frecuentes y&nbsp;<strong>competencia global<\/strong>&nbsp;creciente.<\/p>\n\n\n\n<p>El tercer eje, la&nbsp;<strong>calidad de los datos<\/strong>, es decisivo. Sin consistencia,&nbsp;<strong>estandarizaci\u00f3n<\/strong>&nbsp;y gobernanza, la IA&nbsp;<strong>pierde eficiencia<\/strong>.<\/p>\n\n\n\n<p>Pero tambi\u00e9n&nbsp;<strong>amplifica el margen de error<\/strong>, generando diagn\u00f3sticos incompletos y&nbsp;<strong>decisiones imprecisas<\/strong>.<\/p>\n\n\n\n<p>Informes del&nbsp;<strong>McKinsey Global Institute<\/strong>&nbsp;se\u00f1alan que las empresas que estructuran adecuadamente sus&nbsp;<strong>bases de datos<\/strong>&nbsp;registran mejoras de&nbsp;<strong>productividad<\/strong>&nbsp;de entre&nbsp;<strong>15 %<\/strong>. Y&nbsp;<strong>25 %<\/strong>, impulsadas por la reducci\u00f3n del&nbsp;<strong>retrabajo<\/strong>, una mayor precisi\u00f3n anal\u00edtica y&nbsp;<strong>procesos m\u00e1s \u00e1giles<\/strong>.<\/p>\n\n\n\n<p>Actualizar sistemas,&nbsp;<strong>migrar a la nube<\/strong>&nbsp;y organizar los datos no constituye, por lo tanto, un&nbsp;<strong>debate t\u00e9cnico<\/strong>, sino una decisi\u00f3n estrat\u00e9gica de&nbsp;<strong>competitividad<\/strong>.<\/p>\n\n\n\n<p>Son definiciones que determinan si&nbsp;<strong>la IA se convertir\u00e1<\/strong>&nbsp;en un instrumento real de transformaci\u00f3n o en una&nbsp;<strong>apuesta prematura<\/strong>.<\/p>\n\n\n\n<p>En los&nbsp;<strong>mercados latinoamericanos<\/strong>, donde la eficiencia operacional influye directamente en la&nbsp;<strong>supervivencia empresarial<\/strong>, esta preparaci\u00f3n deja de ser&nbsp;<strong>una recomendaci\u00f3n<\/strong>&nbsp;y se convierte en una&nbsp;<strong>condici\u00f3n<\/strong>.<\/p>\n\n\n\n<p>La&nbsp;<strong>trayectoria de la IA<\/strong>&nbsp;en Latam en el \u00e1mbito corporativo no comienza con&nbsp;<strong>algoritmos avanzados<\/strong>, sino con una&nbsp;<strong>buena estructura<\/strong>&nbsp;para que la IA opere.<\/p>\n\n\n\n<p>Es la&nbsp;<strong>solidez de ese cimiento<\/strong>&nbsp;lo que permitir\u00e1 que la tecnolog\u00eda cumpla su&nbsp;<strong>funci\u00f3n<\/strong>:<\/p>\n\n\n\n<p>Apoyar decisiones,&nbsp;<strong>mejorar m\u00e1rgenes<\/strong>&nbsp;y ampliar la capacidad de respuesta de las organizaciones.<\/p>\n\n\n\n<p>Sin ello, la\u00a0<strong>IA sigue siendo una promesa<\/strong>, y no una herramienta capaz de\u00a0<strong>potenciar<\/strong>\u00a0los resultados\u00a0<strong>operativos y financieros<\/strong>\u00a0en una regi\u00f3n compleja y marcada por inestabilidades pol\u00edticas y\u00a0<strong>econ\u00f3micas<\/strong>.<\/p>\n\n\n\n<p><em>Por <a href=\"https:\/\/www.linkedin.com\/in\/javier-marbec-53415a81\/\" target=\"_blank\" rel=\"noreferrer noopener\">Javier Marbec<\/a>, director de Mercado Internacional de <a href=\"https:\/\/reseller.lat\/?s=TOTVS\" target=\"_blank\" rel=\"noreferrer noopener\">TOTVS<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>La&nbsp;discusi\u00f3n sobre la inteligencia artificial&nbsp;(IA) ha ganado terreno en la agenda&nbsp;corporativa latinoamericana. Pero la distancia entre el discurso y la&nbsp;generaci\u00f3n efectiva&nbsp;de valor sigue siendo considerable para una&nbsp;alta adopci\u00f3n&nbsp;de IA en Latam. Aunque la regi\u00f3n&nbsp;vive un proceso de creciente digitalizaci\u00f3n&nbsp;y enfrenta una presi\u00f3n competitiva cada vez mayor. Buena parte de las empresas&nbsp;a\u00fan carece&nbsp;de las condiciones estructurales [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":32510,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84,61],"tags":[998,3138,3137,350,388,2177,180,182,111,2938,59,154,3136,1793,296,2099,157],"class_list":["post-32506","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-opinion","category-todas-las-noticias","tag-adopcion-de-ia","tag-aws-cloud-adoption","tag-computacion","tag-datos","tag-estrategia","tag-gobernanza","tag-ia","tag-infraestructura","tag-inteligencia-artificial","tag-javier-marbec","tag-latam","tag-latinoamerica","tag-mckinsey-global-institute","tag-migracion","tag-nube","tag-totvs","tag-transformacion-digital"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - 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