{"id":526970,"date":"2024-12-23T11:35:33","date_gmt":"2024-12-23T11:35:33","guid":{"rendered":"https:\/\/www.capgemini.com\/pt-en\/?post_type=client-story&#038;p=526970"},"modified":"2026-01-22T07:42:44","modified_gmt":"2026-01-22T07:42:44","slug":"ai-in-a-smart-capex-solution","status":"publish","type":"client-story","link":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","title":{"rendered":"AI in a Smart Capex solution"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-reusable header heroReusable  \"><div class=\"header-bgs\"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=1024&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=1024&amp;quality=70 2x\" media=\"(min-width: 768px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=768&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg?w=768&amp;quality=70 2x\" media=\"(min-width: 0)\"\/><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg\" class=\"header-img header-img-d\" alt=\"\" style=\"object-fit:cover;object-position:50% 50%\" loading=\"eager\"\/><\/picture><\/div><div class=\"heroPictureCardHeaderShape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"box\"><div class=\"boxTagWrapper\"><div class=\"tagInfo\"><div><span class=\"box-tag\">Client story<\/span><\/div><\/div><\/div><div class=\"box-title\"><h1 data-maxlength=\"34\">Using AI in a <strong>Smart Capex solution <\/strong>to improve network planning and optimization<\/h1><\/div><div class=\"inner-row-insight download-btn\"><\/div><\/div><div class=\"infoWrapper \"><div class=\"row\"><div class=\"col-md-4\"><span class=\"fieldName\">Telcom client<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">Region: Global<\/span><\/div><div class=\"col-md-4\"><span class=\"fieldName\">Industry: Telcom &amp; Media<\/span><\/div><\/div><\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-11 col-lg-10 offset-md-1 offset-lg-1\"><div class=\"article-text article-quote-text\">\n<section class=\"wp-block-cg-blocks-intro-para undefined section section--intro\"><div class=\"intro-para\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/&amp;text=AI in a Smart Capex solution\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/&amp;text=AI in a Smart Capex solution\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><h2 class=\"intro-para-title\">A Leading telecommunications company recognized the importance of leveraging data to improve their network planning and optimization. <br><\/h2><p class=\"intro-para-content\"><strong>Client Challenge: <\/strong>The client wanted guidance on how to optimize the timing and allocation of investments in their network infrastructure. Their previous strategies fell short of meeting business objectives, prompting the need for a partner with deep expertise in telecommunications, coupled with advanced capabilities in data science, big data, and AI implementations.<br><strong>\u00a0<\/strong><br><strong>Solution: <\/strong>We supported the client by addressing challenges such as data quality issues, AI model implementation, and the geographical distribution of models, aiming to enhance network insights and decision-making.<br>Our AI-driven solution for mobile networks enables data-informed investment decisions by prioritizing sectors that most impact the customer experience (CXP). Dashboards provide clear correlations between customer contract value and traffic on network cells.<br><br><a href=\"Benefits:Mitigating Revenue Loss: aligning CapEx prioritization with revenue-generating hotspots to retain high-value customers.Revenue and Traffic Insights: geographical and temporal distribution of revenue and downlink traffic utilization across sectors.Vendor Migration Support: establishing a performance baseline for the current mobile network to facilitate smooth equipment migration.Optimizing Network KPIs: identifying key network performance indicators (KPIs) most critical to customer experience (CXP) metrics.\"><br><\/a><br><strong>Benefits:<\/strong><\/p><ul class=\"box-list\"><li>Mitigating Revenue Loss: aligning CapEx prioritization with revenue-generating hotspots to retain high-value customers.<\/li><li>Revenue and Traffic Insights: geographical and temporal distribution of revenue and downlink traffic utilization across sectors.<\/li><li>Vendor Migration Support: establishing a performance baseline for the current mobile network to facilitate smooth equipment migration.<\/li><li>Optimizing Network KPIs: identifying key network performance indicators (KPIs) most critical to customer experience (CXP) metrics.<\/li><\/ul><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Challenges:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Budgetary Challenges: Necessity to prioritize investments due to financial constraints.<\/li>\n\n\n\n<li>Client Mobility Analysis: Mapping CXP, network, and financial metrics to address client mobility patterns.<\/li>\n\n\n\n<li>5G Metric Gaps: Lack of historical data on 5G networks and CXP.<\/li>\n\n\n\n<li>4G to 5G Transition: Complex and resource-intensive process of upgrading existing sites.<\/li>\n\n\n\n<li>Cell Influence Framework: Defining a framework to quantify cell impact on potential financial loss.<\/li>\n\n\n\n<li>Data Quality Issues: Challenges with data industrialization, implementation timelines, and integrity.<\/li>\n\n\n\n<li>Post-COVID Variability: Shifts in cell latency patterns affecting load forecasting.<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":0,"featured_media":0,"template":"","meta":{"cg_dt_proposed_to":[],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"{\"uuid\":\"1dbf58a2-87c6-4d7f-8864-da8f4fb5b88e\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_seo_hreflang_x_default_relation":"{\"uuid\":\"112cce0a-b396-4088-b88b-a3616516dc93\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":false,"cg_dt_link_disabled":false,"footnotes":"","client_logo_id":0,"client_logo_url":"","primary_term":"","featured_focal_points":""},"tags":[],"brand":[],"service":[],"industry":[],"partners":[],"country":[],"content-group":[],"class_list":["post-526970","client-story","type-client-story","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI in a Smart Capex solution - Capgemini Portugal<\/title>\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.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI in a Smart Capex solution - Capgemini Portugal\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\" \/>\n<meta property=\"og:site_name\" content=\"Capgemini Portugal\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-22T07:42:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\",\"url\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\",\"name\":\"AI in a Smart Capex solution - Capgemini Portugal\",\"isPartOf\":{\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg\",\"datePublished\":\"2024-12-23T11:35:33+00:00\",\"dateModified\":\"2026-01-22T07:42:44+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage\",\"url\":\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg\",\"contentUrl\":\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Client Stories\",\"item\":\"https:\/\/www.capgemini.com\/pt-en\/client-story\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI in a Smart Capex solution\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.capgemini.com\/pt-en\/#website\",\"url\":\"https:\/\/www.capgemini.com\/pt-en\/\",\"name\":\"Capgemini Portugal\",\"description\":\"Capgemini\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.capgemini.com\/pt-en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI in a Smart Capex solution - Capgemini Portugal","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.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","og_locale":"en_US","og_type":"article","og_title":"AI in a Smart Capex solution - Capgemini Portugal","og_url":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","og_site_name":"Capgemini Portugal","article_modified_time":"2026-01-22T07:42:44+00:00","og_image":[{"url":"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","url":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","name":"AI in a Smart Capex solution - Capgemini Portugal","isPartOf":{"@id":"https:\/\/www.capgemini.com\/pt-en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage"},"image":{"@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage"},"thumbnailUrl":"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg","datePublished":"2024-12-23T11:35:33+00:00","dateModified":"2026-01-22T07:42:44+00:00","breadcrumb":{"@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#primaryimage","url":"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg","contentUrl":"https:\/\/www.capgemini.com\/wp-content\/uploads\/2024\/12\/PS_GCTC_dotcom-banner_2880x1800px.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Client Stories","item":"https:\/\/www.capgemini.com\/pt-en\/client-story\/"},{"@type":"ListItem","position":2,"name":"AI in a Smart Capex solution"}]},{"@type":"WebSite","@id":"https:\/\/www.capgemini.com\/pt-en\/#website","url":"https:\/\/www.capgemini.com\/pt-en\/","name":"Capgemini Portugal","description":"Capgemini","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.capgemini.com\/pt-en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"}]}},"brand_term":[],"parsely":{"version":"1.1.0","canonical_url":"https:\/\/capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","smart_links":{"inbound":0,"outbound":0},"traffic_boost_suggestions_count":0,"meta":{"@context":"https:\/\/schema.org","@type":"NewsArticle","headline":"AI in a Smart Capex solution","url":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/","mainEntityOfPage":{"@type":"WebPage","@id":"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/"},"thumbnailUrl":"","image":{"@type":"ImageObject","url":""},"articleSection":"Uncategorized","author":[],"creator":[],"publisher":{"@type":"Organization","name":"Capgemini Portugal","logo":""},"keywords":[],"dateCreated":"2024-12-23T11:35:33Z","datePublished":"2024-12-23T11:35:33Z","dateModified":"2026-01-22T07:42:44Z"},"rendered":"<meta name=\"parsely-title\" content=\"AI in a Smart Capex solution\" \/>\n<meta name=\"parsely-link\" content=\"https:\/\/www.capgemini.com\/pt-en\/news\/client-stories\/ai-in-a-smart-capex-solution\/\" \/>\n<meta name=\"parsely-type\" content=\"post\" \/>\n<meta name=\"parsely-pub-date\" content=\"2024-12-23T11:35:33Z\" \/>\n<meta name=\"parsely-section\" content=\"Uncategorized\" \/>","tracker_url":"https:\/\/cdn.parsely.com\/keys\/capgemini.com\/p.js"},"archive_status":false,"featured_image_src":"https:\/\/www.capgemini.com\/pt-en\/wp-content\/themes\/capgemini2025\/assets\/images\/mockup.png","featured_image_alt":false,"jetpack_sharing_enabled":true,"distributor_meta":false,"distributor_terms":false,"distributor_media":false,"distributor_original_site_name":"Capgemini Portugal","distributor_original_site_url":"https:\/\/www.capgemini.com\/pt-en","push-errors":false,"featured_image_url":"https:\/\/www.capgemini.com\/pt-en\/wp-content\/themes\/capgemini2025\/assets\/images\/mockup.png","_links":{"self":[{"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/client-story\/526970","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/client-story"}],"about":[{"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/types\/client-story"}],"version-history":[{"count":6,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/client-story\/526970\/revisions"}],"predecessor-version":[{"id":526990,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/client-story\/526970\/revisions\/526990"}],"wp:attachment":[{"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/media?parent=526970"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/tags?post=526970"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/brand?post=526970"},{"taxonomy":"service","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/service?post=526970"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/industry?post=526970"},{"taxonomy":"partners","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/partners?post=526970"},{"taxonomy":"country","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/country?post=526970"},{"taxonomy":"content-group","embeddable":true,"href":"https:\/\/www.capgemini.com\/pt-en\/wp-json\/wp\/v2\/content-group?post=526970"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}