{"id":833119,"date":"2025-12-12T13:30:07","date_gmt":"2025-12-12T12:30:07","guid":{"rendered":"https:\/\/www.devoteam.com\/success-story\/success-story-gs1-mexico-ai-google-cloud-pharma\/"},"modified":"2026-02-05T10:45:09","modified_gmt":"2026-02-05T09:45:09","slug":"success-story-gs1-mexico-ai-google-cloud-pharma","status":"publish","type":"success-story","link":"https:\/\/devoteam.info\/en-nl\/success-story\/success-story-gs1-mexico-ai-google-cloud-pharma\/","title":{"rendered":"From Manual Classification to Intelligent Accuracy: GS1 Mexico\u2019s AI-Powered Transformation with 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 Mexico ensures data integrity and regulatory compliance for millions of products through its centralised electronic catalogue for logistics and 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\">The pharmaceutical sector\u2019s verification service was facing critical operational bottlenecks caused by manual classification and transcription processes that were prone to errors.<\/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 deployed a serverless architecture on Google Cloud Platform, using multi-node generative AI agents to automate the extraction and validation of complex data.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Below, we break down how they moved from manual data entry to intelligent automation with over<strong> 95% accuracy<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.gs1mexico.org\/\"><strong>GS1 Mexico<\/strong><\/a>, the organisation responsible for managing global business standards and barcodes in the country, has taken a quantum leap in its digital transformation. Facing a critical bottleneck in the pharmaceutical sector, the organisation partnered with <a href=\"http:\/\/devoteam.info\">Devoteam<\/a> to implement an Artificial Intelligence (AI) solution that has redefined operational efficiency.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Below, we break down how they moved from manual data entry to intelligent automation with over <strong>95% accuracy.<\/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-the-client-guardians-of-the-common-language-of-business\">The Client: Guardians of the Common Language of Business<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">With a team of up to 200 employees and serving more than 26,000 members, <strong>GS1 Mexico<\/strong> has a critical mission: to ensure data integrity through Syncfon\u00eda, its Electronic Catalogue. This cornerstone stores vital information for millions of products, guaranteeing regulatory compliance in highly sensitive sectors such as logistics and 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-the-challenge-the-bottleneck-in-the-pharmaceutical-sector\">The Challenge: The Bottleneck in the Pharmaceutical Sector<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GS1 Mexico\u2019s Data Verification Service (SECODAT) was facing a major obstacle. The classification of pharmaceutical products and the assignment of codes was a fully manual process, leading to three critical issues:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Operational Slowdowns: Significant delays due to human dependency.<br>2.Error Prone: Manual transcription is naturally susceptible to mistakes.<br>3.Ambiguous Data:<\/strong> Difficulty interpreting non-standardised descriptions (e.g., \u201cCLORANFENICOL UNG OFT 5G\u201d).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The existing system was not scalable and hindered the organisation\u2019s agility in responding to the growing volume of medical data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-7\" id=\"h-the-objective-automating-integrity\">The Objective: Automating Integrity<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GS1 Mexico was not looking for a quick fix, but a foundation for the future. Their goals were clear:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Full Automation:<\/strong> Eliminating manual dependency.<\/li>\n\n\n\n<li><strong>Extreme Accuracy:<\/strong> Increasing precision in product code assignment.<\/li>\n\n\n\n<li><strong>Empowering Talent:<\/strong> Enabling experts to move from \u201cdata entry\u201d to \u201cquality validation\u201d.<\/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-the-solution-farma-data-extractor-api\">The Solution: \u201cFarma Data Extractor\u201d API<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Devoteam designed a serverless architecture hosted on <strong>Google Cloud Run<\/strong>, inspired by the Google Agent Development Kit. The solution splits the cognitive load into two specialised AI agents (Multi-Node Architecture):<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-node-1-the-eyes-high-fidelity-ocr\"><strong>1. Node 1: \u201cThe Eyes\u201d (High-Fidelity OCR)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Using Google GenAI (Gemini), this agent processes images to transcribe all visible text, preserving the original layout with near-perfect accuracy.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Node 2: \u201cThe Brain\u201d (Extraction and Parsing)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This agent combines the transcribed text with visual context. It uses Pydantic schemas to enforce a strict, structured JSON format, removing ambiguity entirely.<\/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>Why this architecture?<\/strong> By separating the act of \u201cseeing\u201d from that of \u201cthinking\u201d, the solution achieves far greater accuracy than monolithic models. In addition, being serverless means it scales automatically according to demand, with no cost for idle infrastructure.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Technology Stack:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Google GenAI (Gemini):<\/strong> AI engine.<\/li>\n\n\n\n<li><strong>Google Cloud Run:<\/strong> Scalable hosting.<\/li>\n\n\n\n<li><strong>Python &amp; FastAPI:<\/strong> High-performance logic.<\/li>\n\n\n\n<li><strong>Pydantic:<\/strong> Strict data validation.<\/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-results-measurable-speed-and-accuracy\">Results: Measurable Speed and Accuracy<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The implementation of the \u201cFarma Data Extractor\u201d immediately transformed GS1 Mexico\u2019s operations:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>&gt;95% Accuracy Rate:<\/strong> Iterative validation that exceeds previous human standards.<\/li>\n\n\n\n<li><strong>From Hours to Seconds:<\/strong> Complete removal of manual data-entry bottlenecks.<\/li>\n\n\n\n<li><strong>Automatic Scalability:<\/strong> Handles workload spikes without additional infrastructure.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">GS1 staff have shifted from being \u201cdata entrants\u201d to data auditors, significantly improving the quality of the final service.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-primary-color has-text-color has-link-color wp-elements-10\" id=\"h-next-steps-expanding-into-the-nutritional-sector\"><strong>Next Steps: Expanding into the Nutritional Sector<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The success achieved in the pharmaceutical sector has paved the way for expansion. GS1 Mexico is already adapting this AI architecture for the nutritional sector, with the goal of extracting complex tables (fats, sugars, sodium) from food labels, further strengthening its leadership in digital transformation.<\/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>Would you like to see similar results in your organisation?<\/strong><\/p>\n\n\n\n<p class=\"has-base-font-size wp-block-paragraph\">Discover how our \u2018AI Factory\u2019 can transform your data.<\/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\/en-nl\/get-in-touch\/\">Contact us<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The snapshot 1 GS1 Mexico ensures data integrity and regulatory compliance for millions of products through its centralised electronic catalogue for logistics and retail. 2 The pharmaceutical sector\u2019s verification service was facing critical operational bottlenecks caused by manual classification and transcription processes that were prone to errors. 3 Devoteam deployed a serverless architecture on Google [&hellip;]<\/p>\n","protected":false},"featured_media":792418,"template":"","categories":[902],"tags":[6902,6903,6904,6905],"industry":[1101],"class_list":["post-833119","success-story","type-success-story","status-publish","has-post-thumbnail","hentry","category-google-cloud-en-nl","tag-calidaddedatos","tag-gcp-2","tag-googlecloudplatform","tag-transformaciondigital","industry-healthcare-sciences"],"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\/en-nl\/success-story\/success-story-gs1-mexico-ai-google-cloud-pharma\/\" 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=\"From Manual Classification to Intelligent Accuracy: GS1 Mexico\u2019s AI-Powered Transformation with 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\">Success story<\/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\/en-nl\/success-story\/success-story-gs1-mexico-ai-google-cloud-pharma\/\" target=\"_self\" >From Manual Classification to Intelligent Accuracy: GS1 Mexico\u2019s AI-Powered Transformation with 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>GS1 Mexico Success Story: AI and Google Gemini in Pharma | Devoteam<\/title>\n<meta name=\"description\" content=\"Read the new GS1 Mexico success story. 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