{"id":59209,"date":"2026-07-03T10:49:44","date_gmt":"2026-07-03T10:49:44","guid":{"rendered":"https:\/\/www.bravent.net\/?p=59209"},"modified":"2026-07-03T10:49:44","modified_gmt":"2026-07-03T10:49:44","slug":"computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen","status":"publish","type":"post","link":"https:\/\/www.bravent.net\/en\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen","title":{"rendered":"Computer Vision at the Edge: How VLMs Bring Visual Intelligence to Where Things Happen"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><p><strong>Vision-Language Models (VLMs) no longer need the cloud to understand what a camera sees. Running them directly at the Edge unlocks a new generation of solutions for industrial, logistics, and security environments where latency, connectivity, and privacy are critical.<\/strong><\/p>\n<p>Over the past decade, most computer vision solutions have followed the same approach: a camera captures images, the data is sent to a server or the cloud, an AI model processes it, and the results are returned.<\/p>\n<p>This approach works, but it comes with three significant limitations:<\/p>\n<ul>\n<li><strong>Dependence on a stable internet connection<\/strong><\/li>\n<li><strong>Exposure of sensitive data outside the organization&#8217;s facilities<\/strong><\/li>\n<li><strong>Latency and ongoing cloud processing costs<\/strong><\/li>\n<\/ul>\n<p>The good news is that the technology has matured enough to change this paradigm. Today, it is possible to run visual AI models <strong>directly on-site, using compact hardware without sending a single frame outside the facility.<\/strong><\/p>\n<p>At Bravent, we believe this represents one of the most significant shifts in applied AI projects over the coming years.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>What Is a VLM and Why Does It Change the Rules?<\/strong><\/h2>\n<p>A <strong>Vision-Language Model (VLM)<\/strong> is an artificial intelligence model capable of combining image understanding with natural language.<\/p>\n<p>Unlike a traditional object detection system\u2014which can only identify predefined categories such as people or vehicles because it has been specifically trained for them\u2014a VLM can <strong>interpret an entire scene and reason about it in terms that humans naturally understand.<\/strong><\/p>\n<p>The practical difference is substantial.<\/p>\n<p><strong>Traditional Computer Vision<\/strong><\/p>\n<ul>\n<li>Requires thousands of labeled images for every new use case.<\/li>\n<li>Needs retraining whenever business requirements change.<\/li>\n<li>Offers limited adaptability.<\/li>\n<\/ul>\n<p><strong><a href=\"https:\/\/www.nist.gov\/publications\/formal-definition-edge-computing-emphasis-mobile-cloud-and-iot-composition\" target=\"_blank\" rel=\"noopener\">Vision-Language Models (VLMs)<\/a><\/strong><\/p>\n<ul>\n<li>Allow users to describe, in natural language, what they want the system to monitor or classify.<\/li>\n<li>Leverage a broader understanding of the world.<\/li>\n<li>Can respond to situations that were never explicitly programmed.<\/li>\n<\/ul>\n<p>The result is significantly faster deployment and a solution that is <strong>far more flexible, adaptable, and scalable.<\/strong><\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Edge Computing: Bringing Intelligence to the Data<\/strong><\/h2>\n<p><strong>Edge Computing<\/strong> is the practice of processing data where it is generated rather than continuously sending it to a remote data center.<\/p>\n<p>In computer vision, this means running AI models on a compact, low-power device installed next to the cameras inside a factory, warehouse, or commercial building.<\/p>\n<p>Why is this approach so important?<\/p>\n<ol>\n<li><strong> Offline Operation and Greater Resilience<\/strong><\/li>\n<\/ol>\n<p>Many industrial facilities, critical infrastructures, and logistics centers operate with limited or intermittent connectivity.<\/p>\n<p>An Edge-based system <strong>continues to operate even if the internet connection is lost<\/strong>, because all intelligence remains local and autonomous.<\/p>\n<ol start=\"2\">\n<li><strong> Minimal Latency and Real-Time Decision Making<\/strong><\/li>\n<\/ol>\n<p>When immediate action is required, every millisecond matters.<\/p>\n<p>Processing data directly on the device eliminates round-trip communication with the cloud and enables near-instant responses.<\/p>\n<ol start=\"3\">\n<li><strong> Data Privacy and Sovereignty<\/strong><\/li>\n<\/ol>\n<p>For many organizations, this is the most compelling advantage.<\/p>\n<p>When images never leave the premises:<\/p>\n<ul>\n<li><strong>No video is transmitted over the internet<\/strong><\/li>\n<li><strong>No images are stored on third-party cloud services<\/strong><\/li>\n<li><strong>The risk of data exposure is significantly reduced<\/strong><\/li>\n<\/ul>\n<p>For highly regulated industries or organizations handling sensitive information, this approach greatly simplifies compliance with privacy and data protection requirements.<\/p>\n<ol start=\"4\">\n<li><strong> More Predictable Operating Costs<\/strong><\/li>\n<\/ol>\n<p>Removing continuous cloud processing also eliminates:<\/p>\n<ul>\n<li>Inference-based billing<\/li>\n<li>Data transfer costs<\/li>\n<li>Usage-related cost increases<\/li>\n<\/ul>\n<p>Investment is concentrated on hardware and the initial architecture, resulting in a far more predictable and manageable cost model.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Can All This Intelligence Fit into a Small Device?<\/strong><\/h2>\n<p>Absolutely.<\/p>\n<p>The industry is moving toward <strong>smaller, more efficient, and highly specialized models<\/strong> designed specifically to run on Edge devices.<\/p>\n<p>Today, lightweight Vision-Language Models with only a few billion parameters are capable of running efficiently on modern Edge hardware.<\/p>\n<p>This is made possible by two key technologies.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Quantization<\/strong><\/h2>\n<p><strong><a href=\"https:\/\/www.ibm.com\/think\/topics\/quantization\" target=\"_blank\" rel=\"noopener\">Quantization<\/a><\/strong> reduces the numerical precision of a model\u2014for example, from 16-bit to 8-bit or even lower\u2014dramatically reducing its size while improving execution speed.<\/p>\n<p>A model that originally occupied several gigabytes can often be reduced to a fraction of its original size while maintaining highly competitive performance.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Optimized Inference Engines<\/strong><\/h2>\n<p>Modern inference engines fully leverage the hardware acceleration available in GPUs and specialized Edge AI devices, delivering higher performance with lower power consumption.<\/p>\n<p>An effective architectural practice further improves efficiency: <strong>processing only what matters.<\/strong><\/p>\n<p>For example, a system can use lightweight filters such as motion detection and activate the larger AI model only when a relevant event occurs.<\/p>\n<p>The result is a solution capable of:<\/p>\n<ul>\n<li>Continuously analyzing video streams<\/li>\n<li>Classifying scenes in real time<\/li>\n<li>Generating automatic alerts<\/li>\n<li>Operating without an internet connection<\/li>\n<li>Keeping all visual data on-site<\/li>\n<\/ul>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Where Edge-Based VLMs Deliver the Greatest Value<\/strong><\/h2>\n<p>The combination of <strong>Vision-Language Models, Edge Computing, and offline <a href=\"https:\/\/www.bravent.net\/en\/services\/artificial-intelligence\/\" target=\"_blank\" rel=\"noopener\">AI<\/a><\/strong> is particularly effective in scenarios such as:<\/p>\n<ul>\n<li><strong>Security monitoring<\/strong> where abnormal situations must be detected in real time.<\/li>\n<li><strong>Quality control and process supervision<\/strong> in manufacturing environments.<\/li>\n<li><strong>Critical infrastructure monitoring<\/strong> in remote locations with limited connectivity.<\/li>\n<li><strong>Processing sensitive visual data<\/strong> where sending images to the cloud creates legal, contractual, or reputational risks.<\/li>\n<\/ul>\n<p>The common denominator is always the same: organizations need <strong>fast, reliable, and private visual intelligence<\/strong> without relying on cloud connectivity.<\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>The Value of a Technology Partner Like Bravent<\/strong><\/h2>\n<p>Deploying a Vision-Language Model at the Edge is about much more than installing an AI model.<\/p>\n<p>The real value lies in the engineering decisions that transform an emerging technology into a production-ready solution:<\/p>\n<ul>\n<li>Selecting the most appropriate model for each use case.<\/li>\n<li>Optimizing quantization to balance accuracy and performance.<\/li>\n<li>Designing the optimal processing architecture for the available hardware.<\/li>\n<li>Implementing business-relevant alerting systems.<\/li>\n<li>Ensuring autonomous, robust, and maintainable operation.<\/li>\n<\/ul>\n<p>This is where an experienced technology partner makes the difference: turning the potential of artificial intelligence into <strong>production-ready solutions aligned with business objectives and built to perform in real-world environments.<\/strong><\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><div class=\"last-paragraph-no-margin\"><h2><strong>Is your organization generating visual data that you&#8217;re not yet leveraging\u2014or that cannot be moved to the cloud due to privacy or regulatory requirements?<\/strong><\/h2>\n<p>At Bravent, we design Edge AI solutions that bring intelligence directly to where data is generated\u2014closer to operations, faster to respond, and with complete control over your information.<\/p>\n<p>\ud83d\udce9 <strong>Contact us at:<\/strong> <a href=\"mailto:info@bravent.net\" target=\"_blank\" rel=\"noopener\"><strong>info@bravent.net<\/strong><\/a><\/p>\n<\/div>[vc_empty_space]<\/div><\/div><\/div><\/section>[vc_section]<section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1750923353325 vc_row-has-fill vc_column-gap-15 vc_row-o-content-middle vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-sm-6  col-xs-mobile-fullwidth text-right md-text-right sm-text-right xs-text-center\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_single_image image=&#8221;54654&#8243; img_size=&#8221;128&#215;128&#8243; alignment=&#8221;center&#8221; style=&#8221;vc_box_circle_2&#8243; css=&#8221;&#8221; el_class=&#8221;align-inherit&#8221;]<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-6  col-xs-mobile-fullwidth xs-text-center\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><h3 class=\"text-extra-dark-gray margin-20px-bottom font-weight-600 display-block heading-style2  vc_custom_1783075157315  heading-1\"  style=\"font-size: 20px; font-weight: 400;\" data-fontsize=\"20px\">Eduardo Garc\u00eda Mu\u00f1oz<\/h3><span class=\"text-extra-dark-gray margin-20px-bottom font-weight-600 display-block heading-style2  vc_custom_1783075166874  heading-2\"  style=\"font-size: 16px; font-weight: 400; color: #7a7a7a;\" data-fontsize=\"16px\">Head of AI - Bravent<\/span><div  class=\"pofo-social-links social-icon-style-8 social-icon-1\"><ul class=\"small-icon\"><li><a class=\"linkedin-in\" href=\"https:\/\/www.linkedin.com\/in\/eduardo-garcia-munoz-833890104\/\" target=\"_blank\"><i class=\"fa-brands fa-linkedin-in\"><\/i><\/a><\/li><\/ul><\/div><\/div><\/div><\/div><\/section>[\/vc_section]<section data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" data-vc-stretch-content=\"true\" class=\"vc_row wpb_row vc_row-fluid  vc_custom_1646385956017 wow fadeIn pofo-stretch-content vc_row-no-padding vc_row-o-equal-height vc_row-flex\"><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-6 vc_col-xs-12 wow fadeInRight text-center md-text-center sm-text-center xs-text-center pofo-column-responsive-6ab479a56a75d\"><div class=\"vc_column-inner vc_custom_1645690236245\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-6  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner vc_custom_1646385945523\"><div class=\"wpb_wrapper\">[vc_widget_sidebar sidebar_id=&#8221;contact-form-en&#8221;]<\/div><\/div><\/div><\/section><div class=\"vc_row-full-width vc_clearfix\"><\/div><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/section><section class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Vision-Language Models (VLMs) are transforming computer vision by running directly on Edge devices. Discover how offline visual AI reduces latency, improves privacy, and enables new use cases across manufacturing, logistics, and security.<\/p>\n","protected":false},"author":15,"featured_media":59212,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[743,736],"tags":[948,941,737,763,569,932,927,557,864],"class_list":["post-59209","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bravent-en","category-news-en","tag-business-strategy","tag-data-en","tag-digitalizacion-en","tag-innovacion-en","tag-microsoft-en","tag-microsoft-partner-en","tag-partnership","tag-security","tag-technology-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Computer Vision at the Edge with VLMs<\/title>\n<meta name=\"description\" content=\"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Computer Vision at the Edge with VLMs\" \/>\n<meta property=\"og:description\" content=\"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/\" \/>\n<meta property=\"og:site_name\" content=\"Bravent\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-03T10:49:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_linkedin_EN_1200x627.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"627\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Mar\u00eda Casado\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Computer Vision at the Edge with VLMs\" \/>\n<meta name=\"twitter:description\" content=\"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.\" \/>\n<meta name=\"twitter:image\" content=\"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_linkedin_EN_1200x627.jpg\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mar\u00eda Casado\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/\"},\"author\":{\"name\":\"Mar\u00eda Casado\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#\\\/schema\\\/person\\\/b96eca4670de888cbc5bcfda0898963c\"},\"headline\":\"Computer Vision at the Edge: How VLMs Bring Visual Intelligence to Where Things Happen\",\"datePublished\":\"2026-07-03T10:49:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/\"},\"wordCount\":1559,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/computer-vision-edge_blog_1340x1080.jpeg\",\"keywords\":[\"business strategy\",\"data\",\"digitalizacion\",\"innovacion\",\"Microsoft\",\"microsoft partner\",\"partnership\",\"security\",\"technology\"],\"articleSection\":[\"Bravent\",\"News\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/\",\"url\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/\",\"name\":\"Computer Vision at the Edge with VLMs\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/computer-vision-edge_blog_1340x1080.jpeg\",\"datePublished\":\"2026-07-03T10:49:44+00:00\",\"description\":\"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/computer-vision-edge_blog_1340x1080.jpeg\",\"contentUrl\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/computer-vision-edge_blog_1340x1080.jpeg\",\"width\":1340,\"height\":1080,\"caption\":\"Computer Vision at the Edge\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/news\\\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Bravent\",\"item\":\"https:\\\/\\\/www.bravent.net\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Computer Vision at the Edge: How VLMs Bring Visual Intelligence to Where Things Happen\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#website\",\"url\":\"https:\\\/\\\/www.bravent.net\\\/\",\"name\":\"Bravent\",\"description\":\"By VeryTI Group\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.bravent.net\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#organization\",\"name\":\"Bravent\",\"url\":\"https:\\\/\\\/www.bravent.net\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2021\\\/10\\\/logo-nueva-bravent.svg\",\"contentUrl\":\"https:\\\/\\\/www.bravent.net\\\/wp-content\\\/uploads\\\/2021\\\/10\\\/logo-nueva-bravent.svg\",\"width\":189,\"height\":45,\"caption\":\"Bravent\"},\"image\":{\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.bravent.net\\\/#\\\/schema\\\/person\\\/b96eca4670de888cbc5bcfda0898963c\",\"name\":\"Mar\u00eda Casado\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g\",\"caption\":\"Mar\u00eda Casado\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Computer Vision at the Edge with VLMs","description":"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/","og_locale":"en_US","og_type":"article","og_title":"Computer Vision at the Edge with VLMs","og_description":"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.","og_url":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/","og_site_name":"Bravent","article_published_time":"2026-07-03T10:49:44+00:00","og_image":[{"width":1200,"height":627,"url":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_linkedin_EN_1200x627.jpg","type":"image\/jpeg"}],"author":"Mar\u00eda Casado","twitter_card":"summary_large_image","twitter_title":"Computer Vision at the Edge with VLMs","twitter_description":"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.","twitter_image":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_linkedin_EN_1200x627.jpg","twitter_misc":{"Written by":"Mar\u00eda Casado","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#article","isPartOf":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/"},"author":{"name":"Mar\u00eda Casado","@id":"https:\/\/www.bravent.net\/#\/schema\/person\/b96eca4670de888cbc5bcfda0898963c"},"headline":"Computer Vision at the Edge: How VLMs Bring Visual Intelligence to Where Things Happen","datePublished":"2026-07-03T10:49:44+00:00","mainEntityOfPage":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/"},"wordCount":1559,"commentCount":0,"publisher":{"@id":"https:\/\/www.bravent.net\/#organization"},"image":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#primaryimage"},"thumbnailUrl":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_blog_1340x1080.jpeg","keywords":["business strategy","data","digitalizacion","innovacion","Microsoft","microsoft partner","partnership","security","technology"],"articleSection":["Bravent","News"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/","url":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/","name":"Computer Vision at the Edge with VLMs","isPartOf":{"@id":"https:\/\/www.bravent.net\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#primaryimage"},"image":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#primaryimage"},"thumbnailUrl":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_blog_1340x1080.jpeg","datePublished":"2026-07-03T10:49:44+00:00","description":"Discover how VLMs enable computer vision at the Edge with offline AI, low latency, and maximum data privacy.","breadcrumb":{"@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#primaryimage","url":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_blog_1340x1080.jpeg","contentUrl":"https:\/\/www.bravent.net\/wp-content\/uploads\/2026\/07\/computer-vision-edge_blog_1340x1080.jpeg","width":1340,"height":1080,"caption":"Computer Vision at the Edge"},{"@type":"BreadcrumbList","@id":"https:\/\/www.bravent.net\/news\/computer-vision-at-the-edge-how-vlms-bring-visual-intelligence-to-where-things-happen\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Bravent","item":"https:\/\/www.bravent.net\/en\/"},{"@type":"ListItem","position":2,"name":"Computer Vision at the Edge: How VLMs Bring Visual Intelligence to Where Things Happen"}]},{"@type":"WebSite","@id":"https:\/\/www.bravent.net\/#website","url":"https:\/\/www.bravent.net\/","name":"Bravent","description":"By VeryTI Group","publisher":{"@id":"https:\/\/www.bravent.net\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.bravent.net\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.bravent.net\/#organization","name":"Bravent","url":"https:\/\/www.bravent.net\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.bravent.net\/#\/schema\/logo\/image\/","url":"https:\/\/www.bravent.net\/wp-content\/uploads\/2021\/10\/logo-nueva-bravent.svg","contentUrl":"https:\/\/www.bravent.net\/wp-content\/uploads\/2021\/10\/logo-nueva-bravent.svg","width":189,"height":45,"caption":"Bravent"},"image":{"@id":"https:\/\/www.bravent.net\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.bravent.net\/#\/schema\/person\/b96eca4670de888cbc5bcfda0898963c","name":"Mar\u00eda Casado","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/94eb46820d651e55b967c64218d8edb6aca329ffd494f8f58d541015b35d619c?s=96&d=mm&r=g","caption":"Mar\u00eda Casado"}}]}},"_links":{"self":[{"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/posts\/59209","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/comments?post=59209"}],"version-history":[{"count":1,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/posts\/59209\/revisions"}],"predecessor-version":[{"id":59219,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/posts\/59209\/revisions\/59219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/media\/59212"}],"wp:attachment":[{"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/media?parent=59209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/categories?post=59209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bravent.net\/en\/wp-json\/wp\/v2\/tags?post=59209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}