{"id":1425,"date":"2025-09-23T19:06:50","date_gmt":"2025-09-23T17:06:50","guid":{"rendered":"https:\/\/agentaya.com\/?post_type=ai_tool&#038;p=1425"},"modified":"2026-03-12T12:03:00","modified_gmt":"2026-03-12T10:03:00","slug":"vertex-ai","status":"publish","type":"ai_tool","link":"https:\/\/agentaya.com\/es\/ai-review\/vertex-ai\/","title":{"rendered":"Rese\u00f1a de Vertex AI"},"content":{"rendered":"<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98, .wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98[data-kb-block=\"kb-adv-heading1425_b02748-98\"]{font-size:var(--global-kb-font-size-xl, 3rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98[data-kb-block=\"kb-adv-heading1425_b02748-98\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_b02748-98[data-kb-block=\"kb-adv-heading1425_b02748-98\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h1 class=\"kt-adv-heading1425_b02748-98 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_b02748-98\"><strong>Vertex AI: Crea agentes inteligentes con la IA de Google<\/strong><\/h1>\n\n\n\n\n\n<p>Vertex AI Agent Builder es una plataforma de Google Cloud, dise\u00f1ada para crear chatbots y agentes de inteligencia artificial, combina flujos conversacionales guiados y razonamiento generativo impulsado por los modelos Gemini m\u00e1s avanzados de Google. <\/p>\n\n\n\n<p>Esta herramienta se ubica entre <a href=\"https:\/\/agentaya.com\/es\/resenas\/\" data-type=\"page\" data-id=\"109\">las mejores soluciones de IA<\/a> para construir agentes inteligentes y multiling\u00fces, ofreciendo a las pymes un entorno seguro, flexible y altamente escalable.<\/p>\n\n\n\n<p>Para <a href=\"https:\/\/agentaya.com\/es\/\" data-type=\"page\" data-id=\"6\">las peque\u00f1as y medianas empresas<\/a>, este tipo de tecnolog\u00eda representa una ventaja competitiva concreta: los agentes automatizados reducen los costos operativos, mejoran la atenci\u00f3n al cliente y agilizan procesos en canales como la web, WhatsApp o el correo electr\u00f3nico. Vertex AI se diferencia por integrar todas estas capacidades en una infraestructura s\u00f3lida, con el respaldo de la nube de Google y est\u00e1ndares de seguridad de nivel corporativo.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52, .wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52[data-kb-block=\"kb-adv-heading1425_24a97d-52\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52[data-kb-block=\"kb-adv-heading1425_24a97d-52\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_24a97d-52[data-kb-block=\"kb-adv-heading1425_24a97d-52\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_24a97d-52 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_24a97d-52\"><span class=\"ez-toc-section\" id=\"Veredicto_AgentAya_Vertex_AI\"><\/span><strong>Veredicto AgentAya<\/strong>: Vertex AI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote review-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Esta herramienta es una plataforma integral para crear chatbots y agentes de IA generativa con un nivel de personalizaci\u00f3n dif\u00edcil de igualar. Su mayor fortaleza radica en la integraci\u00f3n nativa con productos de Google Cloud y en la combinaci\u00f3n de razonamiento contextual y flujos guiados, ideal para pymes que ya operan en este ecosistema. No obstante, su enfoque t\u00e9cnico y los costos variables lo vuelven menos accesible para microempresas o proyectos de muy bajo presupuesto. Aun as\u00ed, es una de las herramientas m\u00e1s completas del mercado para quienes buscan automatizaci\u00f3n conversacional multiling\u00fce y control total sobre la infraestructura.<\/p>\n<\/blockquote>\n\n\n\n<p><strong>Veredicto final:<\/strong> herramienta altamente recomendable para empresas con requerimientos t\u00e9cnicos medios o avanzados que desean agentes inteligentes seguros y escalables.<\/p>\n\n\n<style>.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_200b8a-d3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_200b8a-d3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_138967-5e > .kt-inside-inner-col,.kadence-column1406_138967-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_138967-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_138967-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_138967-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_138967-5e{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_138967-5e\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57, .wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57[data-kb-block=\"kb-adv-heading1425_68ac2c-57\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57[data-kb-block=\"kb-adv-heading1425_68ac2c-57\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_68ac2c-57[data-kb-block=\"kb-adv-heading1425_68ac2c-57\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_68ac2c-57 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_68ac2c-57\"><span class=\"ez-toc-section\" id=\"Desglose_de_puntuaciones\"><\/span><strong>Desglose de puntuaciones&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table review-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Categor\u00eda<\/strong><\/td><td><strong>Puntuaci\u00f3n<\/strong><\/td><td><strong>Descripci\u00f3n<\/strong><\/td><\/tr><tr><td>Funcionalidades y caracter\u00edsticas<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50 (5\/5)<\/td><td>Combina flujos deterministas con IA generativa y razonamiento contextual.<\/td><\/tr><tr><td>Integraciones<\/td><td>\u2b50\u2b50\u2b50\u2b50\u2b50 (5\/5)<\/td><td>Conexi\u00f3n directa con ecosistema Google Cloud y APIs abiertas.<\/td><\/tr><tr><td>Idioma y soporte<\/td><td>\u2b50\u2b50\u2b50\u2b50 (4\/5)<\/td><td>Documentaci\u00f3n en espa\u00f1ol; interfaz localizada.<\/td><\/tr><tr><td>Facilidad de uso<\/td><td>\u2b50\u2b50\u2b50 (3\/5)<\/td><td>Interfaz visual con constructor drag-and-drop, curva media de aprendizaje.<\/td><\/tr><tr><td>Relaci\u00f3n calidad\/precio<\/td><td>\u2b50\u2b50\u2b50 (3\/5)<\/td><td>Precios flexibles seg\u00fan uso; alto valor para proyectos de escala.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4, .wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4[data-kb-block=\"kb-adv-heading1425_03b27c-b4\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4[data-kb-block=\"kb-adv-heading1425_03b27c-b4\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_03b27c-b4[data-kb-block=\"kb-adv-heading1425_03b27c-b4\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h4 class=\"kt-adv-heading1425_03b27c-b4 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_03b27c-b4\"><strong>Puntuaci\u00f3n general AgentAya:<\/strong> \u2b50\u2b50\u2b50 3.4 \/ 5<\/h4>\n\n\n\n<p>Aunque presenta una curva t\u00e9cnica m\u00e1s pronunciada, ofrece grandes beneficios para empresas con necesidades de IA compleja. La incorporaci\u00f3n de <strong>Agent Garden<\/strong> representa una ayuda significativa para usuarios principiantes; aun as\u00ed, la gran variedad de opciones obliga a tener muy en claro qu\u00e9 se desea construir y c\u00f3mo construirlo, lo que puede seguir siendo complejo para usuarios no t\u00e9cnicos.<\/p>\n\n\n<style>.kb-row-layout-id1425_d2f69f-22 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1425_d2f69f-22 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1425_d2f69f-22 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id1425_d2f69f-22 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1425_d2f69f-22 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id1425_d2f69f-22 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1425_d2f69f-22 alignnone pros-cons-box wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1425_4a794a-d7 > .kt-inside-inner-col,.kadence-column1425_4a794a-d7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1425_4a794a-d7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1425_4a794a-d7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column1425_4a794a-d7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1425_4a794a-d7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1425_4a794a-d7{position:relative;}@media all and (max-width: 1024px){.kadence-column1425_4a794a-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1425_4a794a-d7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1425_4a794a-d7\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb, .wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb[data-kb-block=\"kb-adv-heading1425_9f7600-bb\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb[data-kb-block=\"kb-adv-heading1425_9f7600-bb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_9f7600-bb[data-kb-block=\"kb-adv-heading1425_9f7600-bb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h4 class=\"kt-adv-heading1425_9f7600-bb wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_9f7600-bb\"><strong>Ideal para<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pymes con datos empresariales en Google Cloud (BigQuery, Apigee, Firebase).<\/li>\n\n\n\n<li>Equipos t\u00e9cnicos que necesiten combinar flujos guiados (Dialogflow CX) con respuestas generativas (Gemini).<\/li>\n\n\n\n<li>Empresas que operan de forma multiling\u00fce o en mercados globales.<\/li>\n\n\n\n<li>Organizaciones que buscan agentes capaces de integrarse con sus APIs internas.<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n<style>.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col,.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col{flex-direction:column;}.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1425_c5f8cd-2f{position:relative;}@media all and (max-width: 1024px){.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1425_c5f8cd-2f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1425_c5f8cd-2f\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07, .wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07[data-kb-block=\"kb-adv-heading1425_83b088-07\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07[data-kb-block=\"kb-adv-heading1425_83b088-07\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_83b088-07[data-kb-block=\"kb-adv-heading1425_83b088-07\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h4 class=\"kt-adv-heading1425_83b088-07 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_83b088-07\"><strong>No ideal para<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Startups muy peque\u00f1as o proyectos que buscan minimizar costos por interacci\u00f3n.<\/li>\n\n\n\n<li>Organizaciones que requieran soluciones 100 % on-premise o con pol\u00edticas estrictas de residencia de datos, sin depender de servicios en la nube.<\/li>\n\n\n\n<li>Equipos sin experiencia previa en arquitectura de IA o nube empresarial.<\/li>\n<\/ul>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70, .wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70[data-kb-block=\"kb-adv-heading1425_c30e98-70\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70[data-kb-block=\"kb-adv-heading1425_c30e98-70\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_c30e98-70[data-kb-block=\"kb-adv-heading1425_c30e98-70\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_c30e98-70 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_c30e98-70\"><span class=\"ez-toc-section\" id=\"Caracteristicas_principales\"><\/span><strong>Caracter\u00edsticas principales<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Interfaz visual para dise\u00f1ar conversaciones basada en bloques conectables (drag-and-drop), donde el usuario crea rutas, condiciones e intenciones arrastrando y enlazando elementos de forma intuitiva, sin necesidad de programar.<\/li>\n\n\n\n<li>Integraci\u00f3n con los modelos Gemini para razonamiento contextual, comprensi\u00f3n del lenguaje natural y generaci\u00f3n multimodal (texto, imagen, audio o video, seg\u00fan el modelo).<\/li>\n\n\n\n<li>Acceso a Vertex AI Search y a recuperaci\u00f3n aumentada RAG (b\u00fasqueda apoyada en documentos internos). Esto permite que el agente consulte bases de datos y documentos internos antes de responder, ofreciendo resultados precisos y verificables.<\/li>\n\n\n\n<li>Compatibilidad con protocolos Agent-to-Agent, que facilitan la colaboraci\u00f3n entre varios agentes dentro de un mismo entorno o en frameworks externos.<\/li>\n\n\n\n<li>Integraci\u00f3n nativa con BigQuery, Apigee, Cloud Functions, Firebase y otros m\u00e1s de cien servicios de Google Cloud.<\/li>\n\n\n\n<li>Biblioteca de modelos en Model Garden, donde se pueden seleccionar, ajustar y desplegar modelos de Google, de terceros o de c\u00f3digo abierto.<\/li>\n\n\n\n<li>Herramientas integradas para desarrollo y operaci\u00f3n: Vertex AI Studio (prototipado y pruebas), Vertex AI Pipelines, Model Registry, Feature Store y Vertex AI Evaluation.<\/li>\n\n\n\n<li>Agent Garden ahora es accesible para todos los usuarios (no solo quienes usan Google Cloud), ofrece un repositorio curado de muestras de agentes desarrolladas con el Agent Development Kit (ADK). Incluye despliegue con un clic mediante Agent Starter Pack y facilita el aprendizaje mediante\u00a0 un c\u00f3digo de referencia disponible en GitHub.<\/li>\n<\/ul>\n\n\n\n<p>Estas capacidades permiten que las pymes dise\u00f1en agentes precisos, coherentes y conectados a su infraestructura existente, con un ahorro notable de tiempo y recursos.<\/p>\n\n\n<style>.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_200b8a-d3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_200b8a-d3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_138967-5e > .kt-inside-inner-col,.kadence-column1406_138967-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_138967-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_138967-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_138967-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_138967-5e{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_138967-5e\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf, .wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf[data-kb-block=\"kb-adv-heading1425_68608d-bf\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf[data-kb-block=\"kb-adv-heading1425_68608d-bf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_68608d-bf[data-kb-block=\"kb-adv-heading1425_68608d-bf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_68608d-bf wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_68608d-bf\"><strong>Funciones de la IA<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Modelos Gemini con razonamiento avanzado y comprensi\u00f3n sem\u00e1ntica, capaces de interpretar m\u00faltiples tipos de datos.<\/li>\n\n\n\n<li>Combinaci\u00f3n de flujos predefinidos y respuestas generativas, adapt\u00e1ndose din\u00e1micamente al contexto del usuario.<br>Recuperaci\u00f3n de informaci\u00f3n mediante Vertex AI Search y RAG, que refuerza la precisi\u00f3n de las respuestas.<\/li>\n\n\n\n<li>Evaluaci\u00f3n de calidad autom\u00e1tica y comparaci\u00f3n de prompts para mantener la coherencia en distintos escenarios.<\/li>\n\n\n\n<li>Soporte multiling\u00fce amplio, con comprensi\u00f3n y generaci\u00f3n de texto fluida en espa\u00f1ol y otros idiomas.<\/li>\n\n\n\n<li>Integraci\u00f3n de acciones automatizadas que permiten ejecutar consultas, registrar informaci\u00f3n o activar procesos empresariales desde el propio agente.<\/li>\n\n\n\n<li>Generaci\u00f3n de video mediante los modelos Veo 3.1 y Veo 3.1 Fast. Estos modelos generan audio nativo m\u00e1s rico, comprenden estilos cinematogr\u00e1ficos y permiten usar hasta 3 im\u00e1genes de referencia para guiar la generaci\u00f3n, extender videos para crear clips de m\u00e1s de un minuto manteniendo continuidad visual, y generar transiciones fluidas entre un fotograma inicial y uno final.Adem\u00e1s, Veo 3.1 Preview permite generar videos en formato vertical 9:16 a partir de im\u00e1genes de referencia, y aplicar upsampling a resoluciones de 1080p y 4K.<\/li>\n\n\n\n<li>Grounding con Google Maps para construir aplicaciones de IA con contexto geoespacial verificable, accediendo a horarios actualizados, detalles de negocios y an\u00e1lisis de rese\u00f1as de usuarios para responder consultas subjetivas sobre lugares. Las consultas subjetivas basadas en an\u00e1lisis de rese\u00f1as de usuarios est\u00e1n disponibles actualmente solo para lugares en Estados Unidos e India.<\/li>\n<\/ul>\n\n\n\n<p>Vertex AI se destaca porque re\u00fane, en una sola plataforma, modelos de \u00faltima generaci\u00f3n (Gemini), b\u00fasqueda empresarial (consulta tus propios documentos), datos (Vertex AI Search y t\u00e9cnicas de recuperaci\u00f3n de informaci\u00f3n) y un conjunto de herramientas operativas listo para producci\u00f3n (MLOps). Esta integraci\u00f3n reduce errores, acelera el paso de prototipo a producci\u00f3n y permite evolucionar de un bot b\u00e1sico a un agente con verdadero razonamiento y control de calidad, sin cambiar de entorno ni sacrificar seguridad o cumplimiento.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac, .wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac[data-kb-block=\"kb-adv-heading1425_d11535-ac\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac[data-kb-block=\"kb-adv-heading1425_d11535-ac\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_d11535-ac[data-kb-block=\"kb-adv-heading1425_d11535-ac\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_d11535-ac wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_d11535-ac\"><strong>Integraciones<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Conexiones con BigQuery, Apigee, Cloud Functions, Firebase y Dialogflow para procesar datos, desplegar l\u00f3gica personalizada y gestionar flujos de conversaci\u00f3n.<\/li>\n\n\n\n<li>Compatibilidad con m\u00e1s de cien herramientas del ecosistema Google Cloud mediante conectores y extensiones; soporte de API y SDK para desarrollos propios.<\/li>\n\n\n\n<li>Comunicaci\u00f3n entre agentes a trav\u00e9s del protocolo Agent-to-Agent, que coordina agentes especializados sin reescribir c\u00f3digo.<\/li>\n\n\n\n<li>Integraci\u00f3n con canales de mensajer\u00eda y chat: conexi\u00f3n a WhatsApp mediante pasarelas (por ejemplo, Twilio) o v\u00eda Dialogflow CX con proveedores; tambi\u00e9n funciona en web y aplicaciones m\u00f3viles.<\/li>\n\n\n\n<li>Integraci\u00f3n con bases de datos como AlloyDB o Spanner para predicciones y consultas cerca de los datos.<\/li>\n\n\n\n<li>Compatibilidad con autenticaci\u00f3n empresarial (SSO, IAM) y controles de seguridad de red para entornos de alta exigencia.<\/li>\n<\/ul>\n\n\n<style>.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_200b8a-d3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_200b8a-d3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_138967-5e > .kt-inside-inner-col,.kadence-column1406_138967-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_138967-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_138967-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_138967-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_138967-5e{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_138967-5e\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p>Google Cloud aplica pol\u00edticas de seguridad de nivel empresarial. Los datos procesados en Vertex AI permanecen bajo propiedad del cliente y no se utilizan para entrenar modelos de IA sin consentimiento expl\u00edcito. Toda la comunicaci\u00f3n se cifra mediante TLS 1.3 en tr\u00e1nsito y AES-256 en reposo. <br><br>Vertex AI cumple con ISO\/IEC 27001, 27017, 27018, SOC 1 y SOC 2 Type 2, adem\u00e1s de GDPR y CCPA. Incluye autenticaci\u00f3n multifactor y controles de acceso mediante IAM (Role-Based Access Control) y SAML SSO, garantizando que los datos de las pymes est\u00e9n protegidos frente a accesos no autorizados.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73, .wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73[data-kb-block=\"kb-adv-heading1425_7422f3-73\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73[data-kb-block=\"kb-adv-heading1425_7422f3-73\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_7422f3-73[data-kb-block=\"kb-adv-heading1425_7422f3-73\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_7422f3-73 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_7422f3-73\"><strong>Idioma \u2013 Atenci\u00f3n al cliente e interfaz<\/strong><\/h3>\n\n\n\n<p>La documentaci\u00f3n oficial de Vertex AI est\u00e1 disponible en espa\u00f1ol; adem\u00e1s, la Consola de Google Cloud y las p\u00e1ginas de Vertex AI pueden mostrarse en espa\u00f1ol seg\u00fan la preferencia de idioma. En la pr\u00e1ctica, la mayor\u00eda de la interfaz est\u00e1 localizada, aunque ciertas secciones o mensajes pueden aparecer en ingl\u00e9s. Google Cloud Customer Care ofrece atenci\u00f3n en m\u00faltiples idiomas. El idioma disponible y el horario dependen del plan y la regi\u00f3n; hay cobertura en espa\u00f1ol a trav\u00e9s de los canales de soporte de Google Cloud<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28, .wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28[data-kb-block=\"kb-adv-heading1425_518597-28\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28[data-kb-block=\"kb-adv-heading1425_518597-28\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_518597-28[data-kb-block=\"kb-adv-heading1425_518597-28\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_518597-28 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_518597-28\"><strong>Idioma de la IA \u2013 La propia herramienta&nbsp;<\/strong><\/h3>\n\n\n\n<p>Los modelos generativos de Vertex AI admiten texto y voz en m\u00e1s de 95 idiomas, incluyendo espa\u00f1ol, portugu\u00e9s, ingl\u00e9s y franc\u00e9s. La comprensi\u00f3n de prompts en espa\u00f1ol es excelente gracias al entrenamiento multiling\u00fce de Gemini, lo que permite crear chatbots que interact\u00faan de manera natural con clientes hispanohablantes sin necesidad de traducciones intermedias.<\/p>\n\n\n<style>.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_200b8a-d3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_200b8a-d3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_138967-5e > .kt-inside-inner-col,.kadence-column1406_138967-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_138967-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_138967-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_138967-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_138967-5e{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_138967-5e\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a, .wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a[data-kb-block=\"kb-adv-heading1425_f5663c-9a\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a[data-kb-block=\"kb-adv-heading1425_f5663c-9a\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_f5663c-9a[data-kb-block=\"kb-adv-heading1425_f5663c-9a\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_f5663c-9a wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_f5663c-9a\"><strong>Acceso m\u00f3vil&nbsp;<\/strong><\/h3>\n\n\n\n<p>No hay una aplicaci\u00f3n m\u00f3vil espec\u00edfica para Vertex AI; sin embargo, la consola web est\u00e1 dise\u00f1ada de manera responsiva, lo que permite supervisar y administrar agentes desde un navegador m\u00f3vil o tableta. Aun as\u00ed, las tareas m\u00e1s avanzadas (como integrar y desplegar modelos) se realizan con mayor comodidad y eficiencia desde un equipo de escritorio.<\/p>\n\n\n\n<p>Vertex AI es una plataforma de desarrollo<strong>, <\/strong>no un producto de consumo. Lo que hace es ofrecerte el<strong> <\/strong>backend inteligente: modelos Gemini, Vertex AI Search, almacenamiento de datos, orquestaci\u00f3n de flujos, etc. En consecuencia, se pueden usar esas capacidades para crear un agente e integrarlo en una aplicaci\u00f3n m\u00f3vil<strong>, <\/strong>ya sea Android o iOS.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55, .wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55[data-kb-block=\"kb-adv-heading1425_49ade5-55\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55[data-kb-block=\"kb-adv-heading1425_49ade5-55\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_49ade5-55[data-kb-block=\"kb-adv-heading1425_49ade5-55\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_49ade5-55 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_49ade5-55\"><strong>Soporte, onboarding y gesti\u00f3n de cuentas<\/strong><\/h3>\n\n\n\n<p>Vertex AI ofrece&nbsp; una documentaci\u00f3n completa, laboratorios de c\u00f3digo interactivos (codelabs) y tutoriales paso a paso. Google facilita el proceso de incorporaci\u00f3n mediante Vertex AI Workbench y plantillas preconfiguradas.&nbsp;<\/p>\n\n\n\n<p>Adicionalmente,&nbsp; la compa\u00f1\u00eda pone a disposici\u00f3n Agent Garden: un repositorio de muestras de agentes curados que acelera el desarrollo mediante ejemplos de c\u00f3digo, casos de uso documentados y&nbsp; un despliegue simplificado a trav\u00e9s de Agent Starter Pack. Cada muestra incluye una descripci\u00f3n detallada,&nbsp; su arquitectura y el c\u00f3digo accesible en GitHub. Los planes empresariales incluyen acceso a gerentes de \u00e9xito del cliente y soporte prioritario, mientras que las pymes pueden apoyarse en recursos gratuitos y comunidades t\u00e9cnicas activas.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa, .wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa[data-kb-block=\"kb-adv-heading1425_eb4759-aa\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa[data-kb-block=\"kb-adv-heading1425_eb4759-aa\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_eb4759-aa[data-kb-block=\"kb-adv-heading1425_eb4759-aa\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_eb4759-aa wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_eb4759-aa\"><strong>Facilidad de uso \/ UX<\/strong><\/h3>\n\n\n\n<p>La interfaz se basa en el entorno visual de Dialogflow CX, con bloques drag-and-drop (construcci\u00f3n visual con bloques conectables) y gesti\u00f3n modular de intents.<br>Aunque la curva de aprendizaje inicial puede ser moderada, especialmente para quienes no usan Google Cloud, la experiencia es fluida y permite obtener resultados tangibles en pocas horas de configuraci\u00f3n.<\/p>\n\n\n<style>.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_200b8a-d3 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_200b8a-d3 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_200b8a-d3 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_138967-5e > .kt-inside-inner-col,.kadence-column1406_138967-5e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_138967-5e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_138967-5e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_138967-5e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_138967-5e{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_138967-5e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_138967-5e\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf, .wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf[data-kb-block=\"kb-adv-heading1425_6fe83f-cf\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf[data-kb-block=\"kb-adv-heading1425_6fe83f-cf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_6fe83f-cf[data-kb-block=\"kb-adv-heading1425_6fe83f-cf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_6fe83f-cf wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_6fe83f-cf\"><span class=\"ez-toc-section\" id=\"Precios_y_planes\"><\/span><strong>Precios y planes<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Vertex AI forma parte de Google Cloud y se factura por uso. No existe un plan gratuito propio del producto; los clientes nuevos de Google Cloud disponen de cr\u00e9ditos gratuitos iniciales aplicables a Vertex AI durante un periodo de tiempo limitado. Para estimar costos, se recomienda utilizar la calculadora de Vertex AI y, en su caso, solicitar un presupuesto comercial.<\/p>\n\n\n\n<p>Por el momento, Grounding with Google Maps incluye un nivel de experimentaci\u00f3n gratuito de 10,000 prompts con Gemini Pro.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7, .wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7[data-kb-block=\"kb-adv-heading1425_4ea1ae-f7\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7[data-kb-block=\"kb-adv-heading1425_4ea1ae-f7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_4ea1ae-f7[data-kb-block=\"kb-adv-heading1425_4ea1ae-f7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_4ea1ae-f7 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_4ea1ae-f7\"><span class=\"ez-toc-section\" id=\"Caso_de_estudio\"><\/span><strong>Caso de estudio&nbsp;<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Una pyme del sector tur\u00edstico implement\u00f3 Vertex AI Agent Builder para centralizar la atenci\u00f3n al cliente multiling\u00fce.<br>En tres meses redujo un 40 % el volumen de correos de soporte y logr\u00f3 automatizar reservas y cambios de itinerario mediante un agente conectado a su backend en Firebase.<br><br><strong>El resultado<\/strong>: menos carga operativa y mayor satisfacci\u00f3n del usuario final, sin perder el toque humano.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Introduction to Vertex AI Studio\" width=\"720\" height=\"405\" src=\"https:\/\/www.youtube.com\/embed\/KWarqNq195M?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d, .wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d[data-kb-block=\"kb-adv-heading1425_db273e-4d\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d[data-kb-block=\"kb-adv-heading1425_db273e-4d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_db273e-4d[data-kb-block=\"kb-adv-heading1425_db273e-4d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_db273e-4d wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_db273e-4d\"><span class=\"ez-toc-section\" id=\"Herramienta_vs_Alternativas\"><\/span><strong>Herramienta vs Alternativas<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>Herramienta<\/strong><\/td><td><strong>Ventajas clave<\/strong><\/td><td><strong>Limitaciones principales<\/strong><\/td><td><strong>Ideal para<\/strong><\/td><\/tr><tr><td><strong>Vertex AI<\/strong><\/td><td>Integraci\u00f3n completa con Google Cloud; modelos Gemini; b\u00fasqueda aumentada (RAG); grounding con Google Maps para contexto geoespacial; generaci\u00f3n de video con Veo 3.1; Agent Garden con muestras desplegables con un clic; herramientas de MLOps; control de seguridad y cumplimiento normativo.<\/td><td>Curva de aprendizaje m\u00e1s alta; consola principalmente en ingl\u00e9s; requiere planificaci\u00f3n de costos por uso.<\/td><td>Pymes y empresas que ya utilizan Google Cloud o necesitan escalabilidad, privacidad de datos y control t\u00e9cnico.<\/td><\/tr><tr><td><strong><a href=\"https:\/\/agentaya.com\/es\/ai-review\/noem-ai\/\" data-type=\"ai_tool\" data-id=\"1428\">Noem AI<\/a><\/strong><\/td><td>Configuraci\u00f3n r\u00e1pida (30 minutos); interfaz conversacional sin diagramas de flujo; implementaci\u00f3n sin conocimientos t\u00e9cnicos; soporte en m\u00e1s de 80 idiomas; m\u00e1s de 40 integraciones (Zapier, Shopify, WhatsApp, Slack).<\/td><td>L\u00edmites de volumen por plan (m\u00e1ximo 7,500 mensajes\/mes en plan Business); documentaci\u00f3n \u00fanicamente en ingl\u00e9s; funcionalidades avanzadas limitadas comparadas con\u00a0 otras plataformas.<\/td><td>Emprendedores, profesionales independientes y negocios con equipos reducidos que priorizan implementaci\u00f3n r\u00e1pida, costos accesibles y operan con vol\u00famenes moderados de interacciones.<\/td><\/tr><tr><td><a href=\"https:\/\/agentaya.com\/es\/ai-review\/stackai\/\" data-type=\"ai_tool\" data-id=\"1427\"><strong>StackAI<\/strong><\/a><\/td><td><br>Plataforma enterprise con interfaz drag-and-drop no-code; certificaciones SOC 2 Type II, HIPAA y GDPR; despliegue on-premise disponible; m\u00e1s de 100 integraciones enterprise (Salesforce, SAP, Snowflake); soporte dedicado de implementaci\u00f3n.<\/td><td><br>Modelo de precios binario (plan Free muy limitado vs Enterprise con precio personalizado); sin planes intermedios para pymes; requiere compromiso comercial para escalar; curva de aprendizaje para flujos complejos.<\/td><td>Empresas medianas y grandes que requieren cumplimiento normativo estricto, y capacidades de producci\u00f3n enterprise con interfaz sin c\u00f3digo.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<style>.kb-row-layout-id1406_530b77-6f > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id1406_530b77-6f > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id1406_530b77-6f > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1290px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-xxs, 0.5rem);padding-bottom:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id1406_530b77-6f > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id1406_530b77-6f > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id1406_530b77-6f > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id1406_530b77-6f alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column1406_251e60-bd > .kt-inside-inner-col,.kadence-column1406_251e60-bd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column1406_251e60-bd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column1406_251e60-bd > .kt-inside-inner-col{flex-direction:column;}.kadence-column1406_251e60-bd > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column1406_251e60-bd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column1406_251e60-bd{position:relative;}@media all and (max-width: 1024px){.kadence-column1406_251e60-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column1406_251e60-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column1406_251e60-bd\"><div class=\"kt-inside-inner-col\">\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd, .wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd[data-kb-block=\"kb-adv-heading1425_312e55-dd\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd[data-kb-block=\"kb-adv-heading1425_312e55-dd\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_312e55-dd[data-kb-block=\"kb-adv-heading1425_312e55-dd\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading1425_312e55-dd wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_312e55-dd\"><span class=\"ez-toc-section\" id=\"FAQs_Preguntas_frecuentes\"><\/span><strong>FAQs (Preguntas frecuentes)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28, .wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28[data-kb-block=\"kb-adv-heading1425_e013c0-28\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28[data-kb-block=\"kb-adv-heading1425_e013c0-28\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_e013c0-28[data-kb-block=\"kb-adv-heading1425_e013c0-28\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_e013c0-28 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_e013c0-28\"><strong>\u00bfVertex AI es buena para pymes?<\/strong><\/h3>\n\n\n\n<p>S\u00ed, especialmente para pymes con cierta madurez digital o infraestructura Cloud. Ofrece escalabilidad y personalizaci\u00f3n, aunque su complejidad puede ser alta para principiantes.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77, .wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77[data-kb-block=\"kb-adv-heading1425_058ede-77\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77[data-kb-block=\"kb-adv-heading1425_058ede-77\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_058ede-77[data-kb-block=\"kb-adv-heading1425_058ede-77\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_058ede-77 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_058ede-77\"><strong>\u00bfSoporta el espa\u00f1ol?<\/strong><\/h3>\n\n\n\n<p>S\u00ed. Los modelos Gemini comprenden y generan texto en espa\u00f1ol con alta precisi\u00f3n, y la documentaci\u00f3n est\u00e1 disponible en espa\u00f1ol latino.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e, .wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e[data-kb-block=\"kb-adv-heading1425_63dfd1-5e\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e[data-kb-block=\"kb-adv-heading1425_63dfd1-5e\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading1425_63dfd1-5e[data-kb-block=\"kb-adv-heading1425_63dfd1-5e\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading1425_63dfd1-5e wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading1425_63dfd1-5e\"><strong>\u00bfCu\u00e1les son las mejores alternativas a Vertex AI?<\/strong><\/h3>\n\n\n\n<p>NoemAI es una alternativa m\u00e1s accesible con una interfaz m\u00e1s simple, adecuada para emprendedores y equipos peque\u00f1os. Stack AI es una plataforma enterprise con certificaciones de cumplimiento para organizaciones medianas y grandes.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Vertex AI: Crea agentes inteligentes con la IA de Google Vertex AI Agent Builder es una plataforma de Google Cloud, dise\u00f1ada para crear chatbots y agentes de inteligencia artificial, combina flujos conversacionales guiados y razonamiento generativo impulsado por los modelos Gemini m\u00e1s avanzados de Google. Esta herramienta se ubica entre las mejores soluciones de IA&#8230;<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":true,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":""},"ai_category":[60],"ai_tag":[56],"class_list":["post-1425","ai_tool","type-ai_tool","status-publish","hentry","ai_category-ai-for-chatbots","ai_tag-paid-subscriptions"],"acf":[],"_links":{"self":[{"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/ai_tool\/1425","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/ai_tool"}],"about":[{"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/types\/ai_tool"}],"wp:attachment":[{"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/media?parent=1425"}],"wp:term":[{"taxonomy":"ai_category","embeddable":true,"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/ai_category?post=1425"},{"taxonomy":"ai_tag","embeddable":true,"href":"https:\/\/agentaya.com\/es\/wp-json\/wp\/v2\/ai_tag?post=1425"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}