{"id":793213,"date":"2025-12-12T13:30:07","date_gmt":"2025-12-12T12:30:07","guid":{"rendered":"https:\/\/www.devoteam.com\/?post_type=success-story&#038;p=793213"},"modified":"2025-12-23T08:47:15","modified_gmt":"2025-12-23T07:47:15","slug":"caso-exito-gs1-mexico-ia-google-cloud-farma","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/es\/caso-de-exito\/caso-exito-gs1-mexico-ia-google-cloud-farma\/","title":{"rendered":"De la clasificaci\u00f3n manual a la precisi\u00f3n inteligente: la revoluci\u00f3n de GS1 M\u00e9xico con IA y Devoteam"},"content":{"rendered":"\n<div class=\"wp-block-group alignfull feature-boxes has-base-background-color has-background has-global-padding is-layout-constrained wp-container-core-group-is-layout-033faf9f wp-block-group-is-layout-constrained\" style=\"margin-top:0px;padding-top:var(--wp--preset--spacing--small);padding-right:0;padding-bottom:var(--wp--preset--spacing--small);padding-left:0\">\n<div class=\"wp-block-group alignwide is-vertical is-layout-flex wp-container-core-group-is-layout-b99ecfb1 wp-block-group-is-layout-flex\">\n<h2 class=\"wp-block-heading has-text-align-left has-primary-color has-text-color has-link-color wp-elements-1\">The snapshot<\/h2>\n\n\n\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-e3ca69fe wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-2 wp-block-paragraph\"><strong>1<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">GS1 M\u00e9xico garantiza la integridad de datos y el cumplimiento normativo de millones de productos a trav\u00e9s de su cat\u00e1logo electr\u00f3nico centralizado para log\u00edstica y retail.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-3 wp-block-paragraph\"><strong>2<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">El servicio de verificaci\u00f3n del sector farmac\u00e9utico sufr\u00eda bloqueos operativos cr\u00edticos causados por procesos manuales de clasificaci\u00f3n y transcripci\u00f3n propensos a errores.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-style-column-box-shadow has-border-color has-base-background-color has-background is-layout-flow wp-container-core-column-is-layout-413fa631 wp-block-column-is-layout-flow\" style=\"border-color:#e3e3ea;border-width:1px;padding-top:var(--wp--preset--spacing--medium);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--medium);padding-left:var(--wp--preset--spacing--medium)\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-b56e0895 wp-block-group-is-layout-constrained\">\n<p class=\"has-primary-color has-text-color has-link-color has-xxx-large-font-size wp-elements-4 wp-block-paragraph\"><strong>3<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:600\">Devoteam despleg\u00f3 una arquitectura serverless en Google Cloud Platform utilizando agentes de IA generativa multi-nodo para automatizar la extracci\u00f3n y validaci\u00f3n de datos complejos.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/www.gs1mexico.org\/es\/\">GS1 M\u00e9xico<\/a><\/strong>, la organizaci\u00f3n responsable de administrar los est\u00e1ndares globales de negocios y c\u00f3digos de barras en el pa\u00eds, ha dado un salto cu\u00e1ntico en su transformaci\u00f3n digital. Enfrentando un cuello de botella cr\u00edtico en el sector farmac\u00e9utico, la organizaci\u00f3n se ali\u00f3 con <strong><a href=\"http:\/\/www.devoteam.es\">Devoteam<\/a><\/strong> para implementar una soluci\u00f3n de Inteligencia Artificial (IA) que ha redefinido la eficiencia operativa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A continuaci\u00f3n, desglosamos c\u00f3mo pasaron de la entrada manual de datos a una automatizaci\u00f3n inteligente con m\u00e1s del <strong>95% de precisi\u00f3n<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-5\" id=\"h-el-cliente-guardianes-del-lenguaje-comun-de-los-negocios\">El Cliente: Guardianes del Lenguaje Com\u00fan de los Negocios<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Con un equipo de hasta 200 empleados y sirviendo a m\u00e1s de 26,000 asociados, <strong>GS1 M\u00e9xico<\/strong> tiene una misi\u00f3n cr\u00edtica: garantizar la integridad de los datos a trav\u00e9s de <em>Syncfon\u00eda<\/em>, su Cat\u00e1logo Electr\u00f3nico. Este pilar almacena informaci\u00f3n vital de millones de productos, asegurando el cumplimiento normativo en sectores tan delicados como la log\u00edstica y el retail.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-6\" id=\"h-el-desafio-el-cuello-de-botella-en-el-sector-farma\">El Desaf\u00edo: El Cuello de Botella en el Sector \u00abFarma\u00bb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">El Servicio de Verificaci\u00f3n de Datos (SECODAT) de GS1 M\u00e9xico se enfrentaba a un obst\u00e1culo mayor. La clasificaci\u00f3n de productos farmac\u00e9uticos y la asignaci\u00f3n de claves era un proceso <strong>100% manual<\/strong>, lo que generaba tres problemas graves:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Lentitud Operativa:<\/strong> Retrasos significativos debido a la dependencia humana.<\/li>\n\n\n\n<li><strong>Propensi\u00f3n a Errores:<\/strong> La transcripci\u00f3n manual es naturalmente susceptible a fallos.<\/li>\n\n\n\n<li><strong>Datos Ambiguos:<\/strong> Dificultad para interpretar descripciones no estandarizadas (ej. <em>\u00abCLORANFENICOL UNG OFT 5G\u00bb<\/em>).<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">El sistema existente no era escalable y frenaba la agilidad de la organizaci\u00f3n ante el creciente volumen de datos m\u00e9dicos<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-7\" id=\"h-el-objetivo-automatizar-la-integridad\">El Objetivo: Automatizar la Integridad<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GS1 M\u00e9xico no buscaba un parche, sino una base para el futuro. Sus metas eran claras:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Automatizaci\u00f3n Total:<\/strong> Eliminar la dependencia manual.<\/li>\n\n\n\n<li><strong>Precisi\u00f3n Extrema:<\/strong> Aumentar la exactitud en las claves de producto.<\/li>\n\n\n\n<li><strong>Empoderamiento del Talento:<\/strong> Permitir que los expertos pasaran de la \u00abcaptura de datos\u00bb a la \u00abvalidaci\u00f3n de calidad\u00bb.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-8\" id=\"h-la-solucion-api-farma-data-extractor\">La Soluci\u00f3n: API \u00abFarma Data Extractor\u00bb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Devoteam dise\u00f1\u00f3 una arquitectura <em>serverless<\/em> alojada en <strong>Google Cloud Run<\/strong>, inspirada en el <em>Google Agent Development Kit<\/em>. La soluci\u00f3n divide la carga cognitiva en dos agentes de IA especializados (Arquitectura Multi-Nodo):<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-nodo-1-los-ojos-ocr-de-alta-fidelidad\">1. Nodo 1: \u00abLos Ojos\u00bb (OCR de Alta Fidelidad)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Utilizando <strong>Google GenAI (Gemini)<\/strong>, este agente procesa im\u00e1genes para transcribir todo el texto visible, preservando el dise\u00f1o original con una precisi\u00f3n casi perfecta.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-nodo-2-el-cerebro-extraccion-y-parsing\">2. Nodo 2: \u00abEl Cerebro\u00bb (Extracci\u00f3n y Parsing)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Este agente combina el texto transcrito con el contexto visual. Utiliza esquemas <strong>Pydantic<\/strong> para forzar que el resultado sea un formato JSON r\u00edgido y estructurado, eliminando la ambig\u00fcedad.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u00bfPor qu\u00e9 esta arquitectura?<\/strong> Al separar la acci\u00f3n de \u00abver\u00bb de la de \u00abpensar\u00bb, se logra una precisi\u00f3n muy superior a los modelos monol\u00edticos. Adem\u00e1s, al ser <em>serverless<\/em>, escala autom\u00e1ticamente seg\u00fan la demanda sin coste de infraestructura ociosa.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Stack Tecnol\u00f3gico:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Google GenAI (Gemini):<\/strong> Motor de IA.<\/li>\n\n\n\n<li><strong>Google Cloud Run:<\/strong> Alojamiento escalable.<\/li>\n\n\n\n<li><strong>Python &amp; FastAPI:<\/strong> L\u00f3gica de alto rendimiento.<\/li>\n\n\n\n<li><strong>Pydantic:<\/strong> Validaci\u00f3n de datos estricta.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-9\" id=\"h-resultados-velocidad-y-precision-medibles\">Resultados: Velocidad y precisi\u00f3n Medibles<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">La implementaci\u00f3n del \u00abFarma Data Extractor\u00bb transform\u00f3 las operaciones de GS1 M\u00e9xico de manera inmediata:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>>95% de Tasa de Correcci\u00f3n:<\/strong> Validaci\u00f3n iterativa que supera los est\u00e1ndares humanos anteriores.<\/li>\n\n\n\n<li><strong>De Horas a Segundos:<\/strong> Eliminaci\u00f3n total de los atascos por entrada manual.<\/li>\n\n\n\n<li><strong>Escalabilidad Autom\u00e1tica:<\/strong> Gesti\u00f3n de picos de trabajo sin infraestructura adicional.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">El personal de GS1 ha evolucionado de ser \u00abintroductores de datos\u00bb a <strong>auditores de datos<\/strong>, elevando la calidad del servicio final.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-10\" id=\"h-proximos-pasos-hacia-el-sector-nutrimental\">Pr\u00f3ximos Pasos: Hacia el Sector Nutrimental<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">El \u00e9xito en el sector farmac\u00e9utico ha dado luz verde para la expansi\u00f3n. GS1 M\u00e9xico ya est\u00e1 adaptando esta arquitectura de IA para el <strong>sector nutrimental<\/strong>, con el objetivo de extraer tablas complejas (grasas, az\u00facares, sodio) de las etiquetas de alimentos, consolidando su liderazgo en la transformaci\u00f3n digital.<\/p>\n\n\n\n<div class=\"wp-block-cover alignfull\" style=\"padding-top:var(--wp--preset--spacing--large);padding-right:var(--wp--preset--spacing--medium);padding-bottom:var(--wp--preset--spacing--large);padding-left:var(--wp--preset--spacing--medium)\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1493\" class=\"wp-block-cover__image-background wp-image-792440 size-full\" alt=\"\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2.jpg\" data-object-fit=\"cover\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-300x233.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-1024x796.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-768x597.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-1536x1194.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-black-background-color has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-be2dac6e wp-block-cover-is-layout-constrained\">\n<p class=\"has-large-font-size wp-block-paragraph\"><strong>\u00bfQuieres ver resultados similares en tu empresa? <\/strong><\/p>\n\n\n\n<p class=\"has-base-font-size wp-block-paragraph\">Descubre c\u00f3mo nuestra &#8216;Factor\u00eda de IA&#8217; puede transformar tus datos.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-columns alignwide are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-84b7d28f wp-block-columns-is-layout-flex\" style=\"margin-top:0px;margin-bottom:0px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/devoteam.info\/es\/contacta-con-nosotros\/\">Cont\u00e1ctanos<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The snapshot 1 GS1 M\u00e9xico garantiza la integridad de datos y el cumplimiento normativo de millones de productos a trav\u00e9s de su cat\u00e1logo electr\u00f3nico centralizado para log\u00edstica y retail. 2 El servicio de verificaci\u00f3n del sector farmac\u00e9utico sufr\u00eda bloqueos operativos cr\u00edticos causados por procesos manuales de clasificaci\u00f3n y transcripci\u00f3n propensos a errores. 3 Devoteam despleg\u00f3 [&hellip;]<\/p>\n","protected":false},"featured_media":792440,"template":"","categories":[743],"tags":[6783,6723,791,6782],"industry":[1809],"class_list":["post-793213","success-story","type-success-story","status-publish","has-post-thumbnail","hentry","category-google-cloud","tag-calidaddedatos","tag-gcp-2","tag-googlecloudplatform","tag-transformaciondigital","industry-sanidad-y-ciencias-de-la-salud"],"acf":[],"cards":"\n\t<div class=\"single-post-card\">\n\n\t\t<figure class=\"wp-block-post-featured-image\"><a href=\"https:\/\/devoteam.info\/es\/caso-de-exito\/caso-exito-gs1-mexico-ia-google-cloud-farma\/\" target=\"_self\" ><img width=\"1920\" height=\"1493\" src=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"De la clasificaci\u00f3n manual a la precisi\u00f3n inteligente: la revoluci\u00f3n de GS1 M\u00e9xico con IA y Devoteam\" style=\"aspect-ratio:4\/3;width:100%;object-fit:cover;\" decoding=\"async\" loading=\"lazy\" srcset=\"https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2.jpg 1920w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-300x233.jpg 300w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-1024x796.jpg 1024w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-768x597.jpg 768w, https:\/\/devoteam.info\/wp-content\/uploads\/2025\/12\/Firefly-3D-render-illustration.-Gradient-multilayer-cubes-with-a-red-pink-purple-dark-iridescent-eff-2-1536x1194.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/a><\/figure>\n\n\t\t\n\t\t<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-43282307 wp-block-group-is-layout-flex\">\n\t<p style=\"font-style:normal;font-weight:700\" class=\"has-link-color wp-elements-21 wp-block-lp-post-type has-text-color has-primary-color has-small-font-size\">Historias de \u00e9xito<\/p>\n\n\t\t\n\t\t<h3 style=\"font-style:normal;font-weight:400\" class=\"wp-block-post-title has-base-font-size\"><a href=\"https:\/\/devoteam.info\/es\/caso-de-exito\/caso-exito-gs1-mexico-ia-google-cloud-farma\/\" target=\"_self\" >De la clasificaci\u00f3n manual a la precisi\u00f3n inteligente: la revoluci\u00f3n de GS1 M\u00e9xico con IA y Devoteam<\/a><\/h3><\/div>\n\t\t\n\t<\/div>\n\n","yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Caso de \u00e9xito GS1 M\u00e9xico: IA y Google Gemini en Farma | Devoteam<\/title>\n<meta name=\"description\" content=\"Lee el nuevo caso de \u00e9xito GS1 M\u00e9xico. 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