{"id":9807,"date":"2025-10-10T09:42:17","date_gmt":"2025-10-10T09:42:17","guid":{"rendered":"https:\/\/aipix.ai\/blog\/?p=9807"},"modified":"2025-12-22T10:33:13","modified_gmt":"2025-12-22T10:33:13","slug":"how-ai-video-analytics-on-cpu-works-for-telecoms","status":"publish","type":"post","link":"https:\/\/aipix.ai\/blog\/en\/how-ai-video-analytics-on-cpu-works-for-telecoms\/","title":{"rendered":"How AI Video Analytics on CPU Works for Telecoms?"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">AI Video Analytics on CPU: How It Powers Telecom Networks<\/h1>\n\n\n  \r\n<style>\r\n  .wpj-jtoc.--jtoc-theme-original.--jtoc-has-custom-styles {\r\n      --jtoc-numeration-suffix: \". \";    }\r\n          .wpj-jtoc.--jtoc-theme-original.--jtoc-has-custom-styles {\r\n      --jtoc-hierarchy-offset: 15px;\n--jtoc-background-color: #efefef;\n--jtoc-toc-box-shadow: 0 0 16px #c2c2c280;\n--jtoc-title-color: #000000;\n--jtoc-toggle-color: rgba(22,249,211,0.92);\n--jtoc-link-margin: 0 0 5px 0;\n--jtoc-link-font-size: 125%;    }<\/style>\r\n\r\n<div id=\"wpj-jtoc\" class=\"wpj-jtoc wpj-jtoc--main --jtoc-the-content --jtoc-theme-original --jtoc-title-align-left --jtoc-toggle-icon --jtoc-toggle-position-right --jtoc-toggle-1 --jtoc-has-numeration --jtoc-has-custom-styles --jtoc-is-unfolded\" >\r\n  <!-- TOC -->\r\n  <div class=\"wpj-jtoc--toc \" >\r\n              <div class=\"wpj-jtoc--header\">\r\n        <div class=\"wpj-jtoc--header-main\">\r\n                    <div class=\"wpj-jtoc--title\">\r\n                        <span class=\"wpj-jtoc--title-label\">Table of contents<\/span>\r\n          <\/div>\r\n                                <div class=\"wpj-jtoc--toggle-wrap\">\r\n                                                          <div class=\"wpj-jtoc--toggle-box\">\r\n                  <div class=\"wpj-jtoc--toggle\"><\/div>\r\n                <\/div>\r\n                          <\/div>\r\n                  <\/div>\r\n      <\/div>\r\n            <div class=\"wpj-jtoc--body\">\r\n            <nav class=\"wpj-jtoc--nav\">\r\n        <ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#why-use-cpu-instead-of-gpu-for-ai-video-analytics\" title=\"Why Use CPU Instead of GPU for AI Video Analytics?\" data-numeration=\"1\" >Why Use CPU Instead of GPU for AI Video Analytics?<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#what-benefits-does-ai-video-analytics-based-on-cpu-offer-for-telecoms-and-isps\" title=\"What Benefits Does AI Video Analytics based on CPU Offer for Telecoms and ISPs?\" data-numeration=\"2\" >What Benefits Does AI Video Analytics based on CPU Offer for Telecoms and ISPs?<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#aipix-bridging-technology-and-business-value\" title=\"Aipix: Bridging Technology and Business Value\" data-numeration=\"3\" >Aipix: Bridging Technology and Business Value<\/a>\r\n                    <\/div><ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#key-highlights-of-the-aipix-platform\" title=\"Key Highlights of the Aipix Platform\" data-numeration=\"3.1\" >Key Highlights of the Aipix Platform<\/a>\r\n                    <\/div><ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h4\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"4\">\r\n                        <a href=\"#example-face-recognition-deployment-scenario\" title=\"Example: Face Recognition Deployment Scenario\" data-numeration=\"3.1.1\" >Example: Face Recognition Deployment Scenario<\/a>\r\n                    <\/div><\/li><\/ol><\/li><\/ol><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#unlocking-the-power-of-cpu-based-ai-video-analytics-based-on-cpu-with-aipix\" title=\"Unlocking the Power of CPU-Based AI Video Analytics based on CPU with Aipix\" data-numeration=\"4\" >Unlocking the Power of CPU-Based AI Video Analytics based on CPU with Aipix<\/a>\r\n                    <\/div><\/li><\/ol>      <\/nav>\r\n          <\/div>\r\n      <\/div>\r\n<\/div>\r\n\n\n\n<p>In a world increasingly driven by visual data, AI video analytics has become a cornerstone of intelligent operations \u2013 from smart cities and retail to transportation and public safety. The <a href=\"https:\/\/www.mordorintelligence.com\/industry-reports\/global-ai-video-analytics-market\">global AI video analytics market<\/a> is projected to grow from <strong>USD 5.04 billion in 2025<\/strong> to <strong>USD 17.20 billion by 2030<\/strong>, reflecting a <strong>23.35% CAGR<\/strong>.<\/p>\n\n\n\n<p>Video analytics has depended on GPU-based processing in the past because object detection and facial recognition and behavior analysis require high computational power. The industry now adopts <a href=\"https:\/\/aipix.ai\/value-added-services\/video-analytics-as-a-service\">CPU-based video analytics as a scalable cost-effective solution<\/a>. It provides energy efficiency for analytics service delivery by telecom operators and ISPs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"why-use-cpu-instead-of-gpu-for-ai-video-analytics\">Why Use CPU Instead of GPU for AI Video Analytics?<\/h2>\n\n\n\n<p>The article \u201c<a href=\"https:\/\/www.techradar.com\/pro\/making-the-case-for-gpu-free-ai-inference-4-key-considerations\">Making the case for GPU-free AI inference: 4 key considerations<\/a>\u201d states that CPUs remain less expensive than GPUs at the beginning. GPUs often cost ten times more than standard CPUs in similar performance categories. They require less power and cooling which reduces operational expenses for workloads that do not need intense parallel processing.<\/p>\n\n\n\n<p>The basic operation of <a href=\"https:\/\/aipix.ai\/vas-platform\/aipix-video-analytics\">CPU-based AI video analytics<\/a> depends on modern multi-core processors and optimized AI inference frameworks. They are used to analyze visual data without needing specialized GPU equipment.<\/p>\n\n\n\n<p>This approach introduces several key technical advantages:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Scalability and Flexibility<\/strong><br>CPUs operate as fundamental components which run throughout data centers and edge nodes. The system enables fast deployment across distributed networks. They span from edge devices to regional data centers through the utilization of existing hardware infrastructure.<br><\/li>\n\n\n\n<li><strong>Cost-Efficient Compute Utilization<\/strong><br>GPUs provide outstanding deep learning performance but their initial investment and ongoing operational expenses remain high. The use of CPUs for processing workloads helps organizations minimize their capital expenses and operational costs for existing computing resources.<br><\/li>\n\n\n\n<li><strong>Edge Readiness and Low Latency<\/strong><br>It supports video analytics through CPU-powered gateways or micro data centers which reduces bandwidth usage. As well as it minimizes latency for applications like traffic monitoring and retail analytics.<br><\/li>\n\n\n\n<li><strong>Interoperability and Cloud-Native Design<\/strong><br>The platform operates as a containerized system with microservices architecture which enables smooth integration with Kubernetes environments. The platform enables telecoms and ISPs to deliver analytics through a multi-tenant cloud-native service. It provides elastic scaling and simplified management capabilities.<br><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"what-benefits-does-ai-video-analytics-based-on-cpu-offer-for-telecoms-and-isps\">What Benefits Does AI Video Analytics based on CPU Offer for Telecoms and ISPs?<\/h2>\n\n\n\n<p>The business value of <a href=\"https:\/\/aipix.ai\/value-added-services\/video-analytics-as-a-service\">CPU-based analytics enables telecoms and ISPs<\/a> to create Video Analytics as a Service (VAaaS) which represents a fresh service opportunity. <a href=\"https:\/\/aipix.ai\/blog\/en\/embrace-the-future-of-cloud-video-analytics-as-telecom-service-transformative-potential-of-facial-recognition-case\/\">Aipix enables operators to generate revenue from their network infrastructure through intelligent analytics<\/a>. So Telcos and ISPs do not need to purchase specialized hardware or implement complex deployment systems.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>New Revenue Streams for Telecoms and ISPs<\/strong><br>Telcos can transform their service offerings by adding Aipix to their portfolio. As it enables them to provide sophisticated analytics solutions to retail and logistics and smart city and security markets thus converting network connectivity into actionable data.<\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Lower Barriers to Entry<\/strong><br>CPU-based deployments eliminate the requirement for GPU investments which leads to reduced initial costs. The solution allows operators to quickly deploy analytics services which support both small and medium businesses and large enterprises.<br><\/li>\n\n\n\n<li><strong>Operational Efficiency and ROI<\/strong><br>Aipix provides ISPs with centralized management and automated provisioning and scalable architecture that enables them to optimize their current infrastructure for better profit margins through flexible subscription-based analytics solutions for their customers.<br><\/li>\n\n\n\n<li><strong>Future-Proof Growth<\/strong><br>The platform features a modular structure which enables easy addition of new AI models and analytics capabilities. They help telecoms adapt their services to market requirements from basic traffic counting to advanced emotion analysis and safety monitoring and retail behavior insights.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"aipix-bridging-technology-and-business-value\">Aipix: Bridging Technology and Business Value<\/h2>\n\n\n\n<p>The CPU-based video analytics of Aipix allows telecom operators and ISPs to use their current computing power for delivering scalable intelligent analytics services which operate independently from costly GPU equipment.<\/p>\n\n\n\n<p>The <a href=\"https:\/\/aipix.ai\/vas-platform\">Aipix platform operates as a high-performance multiservice system<\/a> which enables organizations to execute and control multiple physical security and video analytics applications.<\/p>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"key-highlights-of-the-aipix-platform\">Key Highlights of the Aipix Platform<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>High-Performance Multiservice Platform<\/strong> \u2013 purpose-built for managing a wide range of physical security and AI-driven video analytics applications.<br><\/li>\n\n\n\n<li><strong>CPU-Based Architecture<\/strong> \u2013 designed around advanced CPU processing for optimal hardware utilization, cost efficiency, and scalability without reliance on GPUs.<br><\/li>\n\n\n\n<li><strong>Massive Scalability<\/strong> \u2013 capable of handling up to 5,000 camera streams simultaneously, supporting enterprise-grade and telecom-scale deployments.<br><\/li>\n\n\n\n<li><strong>Interoperability<\/strong> \u2013 compatible with a wide array of camera models, vendors, and protocols, ensuring seamless integration across existing infrastructure.<br><\/li>\n\n\n\n<li><strong>Real-Time Analytics<\/strong> \u2013 delivers instant insights through proprietary, in-house\u2013developed AI algorithms optimized for real-time processing.<br><\/li>\n\n\n\n<li><strong>Comprehensive AI Capabilities<\/strong> \u2013 supports diverse analytics use cases.<br><\/li>\n\n\n\n<li><strong>Cost-Effective &amp; Energy Efficient<\/strong> \u2013 maximizes the value of existing compute resources while minimizing operational and infrastructure costs.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"example-face-recognition-deployment-scenario\">Example: Face Recognition Deployment Scenario<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use case: 25 analytics tasks<br><\/li>\n\n\n\n<li>Cameras: 25 units, 2MP resolution, 15 fps, Codec H.264\/H.265<br><\/li>\n\n\n\n<li>Server configuration: 16-core CPU (32 threads \/ 32 vCPUs), 48 GB RAM, 200 TB SSD (OS storage)<br><\/li>\n\n\n\n<li>Virtual machine equivalent: 32 vCPUs, 48 GB RAM, 200 TB SSD<br><\/li>\n<\/ul>\n\n\n\n<p>With its flexible deployment options, AI-driven optimization, and service-oriented architecture, Aipix redefines video analytics. Aipix transforms it from a hardware-dependent capability into a scalable, software-defined service model that unlocks new value for telecoms and ISPs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"unlocking-the-power-of-cpu-based-ai-video-analytics-based-on-cpu-with-aipix\">Unlocking the Power of CPU-Based AI Video Analytics based on CPU with Aipix<\/h2>\n\n\n\n<p>In summary, CPU-based video analytics redefines the economics and accessibility of AI-driven vision intelligence. With <a href=\"https:\/\/aipix.ai\/blog\/en\/vsaas-telco-trends-2026-driving-growth-innovation-and-subscriber-loyalty\/\">Aipix, telecoms and ISPs can move beyond connectivity, delivering high-value analytics services<\/a> that leverage their networks, empower their customers, and drive new growth in the digital economy.<\/p>\n\n\n\n<p class=\"has-text-align-center\" style=\"font-size:24px\">Transform your telecom network into an intelligent, revenue-generating platform with Aipix. Scale AI video analytics across edge and data center environments (without costly GPUs) while delivering real-time insights, operational efficiency, and new monetization opportunities.<\/p>\n\n\n\n<div class=\"wp-block-leadin-hubspot-form-block\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 26816904,\n\t\t\t\t\t\t\t\t\tformId: \"095071f9-0d28-4d7d-a38c-40bbe8037615\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1775911187000-5028660674\",\n\t\t\t\t\t\t\t\t\tregion: \"eu1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1775911187000-5028660674\"><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The industry now adopts CPU-based AI video analytics as a cost-effective solution for analytics service delivery to Telecoms and ISPs.<\/p>\n<div class=\"post-tags-on-image\" style=\"display:none;\"><a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/ai-trends\/\" class=\"post-tag\">AI Trends<\/a> <a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/ai-video-analytics\/\" class=\"post-tag\">AI Video analytics<\/a> <a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/telecom\/\" class=\"post-tag\">Telecom<\/a> <\/div>","protected":false},"author":8,"featured_media":9813,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[48],"tags":[319,318,36,39,104],"class_list":{"0":"post-9807","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-blog","8":"tag-ai-trends","9":"tag-ai-video-analytics","10":"tag-telecom","11":"tag-video-analytics","12":"tag-video-analytics-as-telecom-service"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How AI Video Analytics on CPU Works for Telecoms? - aipix.ai<\/title>\n<meta name=\"description\" content=\"The industry now adopts CPU-based AI video analytics as a cost-effective solution for analytics service delivery to Telecoms and ISPs.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aipix.ai\/blog\/en\/how-ai-video-analytics-on-cpu-works-for-telecoms\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How AI Video Analytics on CPU Works for Telecoms? - aipix.ai\" \/>\n<meta property=\"og:description\" content=\"The industry now adopts CPU-based AI video analytics as a cost-effective solution for analytics service delivery to Telecoms and ISPs.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/aipix.ai\/blog\/en\/how-ai-video-analytics-on-cpu-works-for-telecoms\/\" \/>\n<meta property=\"og:site_name\" content=\"aipix.ai\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/aipix.platform\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-10T09:42:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-22T10:33:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/10\/20-1-scaled.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1707\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Anastasiya Volchok\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Anastasiya Volchok\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How AI Video Analytics on CPU Works for Telecoms? 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