{"id":34630,"date":"2026-06-26T08:51:34","date_gmt":"2026-06-26T07:51:34","guid":{"rendered":"https:\/\/ductus.global\/?p=34630"},"modified":"2026-06-26T08:52:02","modified_gmt":"2026-06-26T07:52:02","slug":"ai-infused-beats-ai-based-to-scale-your-automations","status":"publish","type":"post","link":"https:\/\/ductus.global\/sv\/ai-infused-beats-ai-based-to-scale-your-automations\/","title":{"rendered":"AI-infused beats AI-based to scale your automations"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull\" style=\"min-height:300px;aspect-ratio:unset;\"><img decoding=\"async\" width=\"1001\" height=\"667\" class=\"wp-block-cover__image-background wp-image-34631 size-full\" alt=\"\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped.jpg\" style=\"object-position:50% 0%\" data-object-fit=\"cover\" data-object-position=\"50% 0%\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped.jpg 1001w, https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped-300x200.jpg 300w, https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped-768x512.jpg 768w, https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped-75x50.jpg 75w, https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/AI-infused-Network-Automation-Cropped-662x441.jpg 662w\" sizes=\"(max-width: 1001px) 100vw, 1001px\" \/><span aria-hidden=\"true\" class=\"wp-block-cover__background has-d-plum-dark-background-color has-background-dim-60 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-ductus-white-color has-text-color has-link-color wp-elements-c9707b84c6085d15f6e080f1e0334bff\">ARTICLE<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-text-align-center has-ductus-white-color has-text-color has-link-color wp-elements-95070de53b45e358a31db0031c047510\" id=\"h-ai-infused-beats-ai-based-to-scale-your-automations\" style=\"font-size:42px;font-style:normal;font-weight:600\"><strong><strong>AI-infused beats AI-based to scale your automations<\/strong><\/strong><\/h1>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<p class=\"has-preamble-font-size\">As organizations scale their network automation initiatives, many are exploring how Artificial Intelligence can accelerate delivery, improve quality, and reduce manual effort. From generating code to identifying patterns in operational data, AI has the potential to support more efficient and intelligent network operations.<\/p>\n\n\n\n<p>However, scaling automation successfully is not about replacing established engineering practices with AI. It is about using AI to strengthen them.<\/p>\n\n\n\n<p>In her article for Mobile Europe, Anna-Mia Johansson, QA Expert at Ductus, explores why an AI-infused approach is often more effective than an AI-based approach. Rather than treating AI as the foundation, organizations should use it as an enabler that enhances proven automation strategies, robust architecture, and reliable operational processes.<\/p>\n\n\n\n<p>As automation initiatives grow in complexity, many organizations face the same challenge: how to leverage AI without compromising quality, governance, and long-term maintainability. The most successful initiatives are often built on strong engineering practices, quality assurance, trusted data, and continuous improvement.<\/p>\n\n\n\n<p>For Communication Service Providers and large enterprises, AI can accelerate analysis, support decision-making, and reduce manual effort. But without the right foundations, AI risks amplifying existing challenges rather than solving them.<\/p>\n\n\n\n<p>The journey towards more autonomous and intelligent operations is therefore evolutionary rather than revolutionary. Organizations that combine strong automation foundations with carefully applied AI are often better positioned to scale, reduce operational complexity, and create sustainable business value.<\/p>\n\n\n\n<p>In this article, Anna-Mia Johansson shares her perspective on how organizations can leverage AI to accelerate automation initiatives while maintaining the governance, quality, and engineering principles required for long-term success.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-ductus-orange-background-color has-background wp-element-button\" href=\"https:\/\/www.mobileeurope.co.uk\/ai-infused-beats-ai-based-to-scale-your-automations\/\" target=\"_blank\" rel=\"noreferrer noopener\">Read the article here<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div class=\"wp-block-group alignfull\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"alignright size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/stage.ductus.global\/wp-content\/uploads\/2025\/02\/Peter-Sallenhag-circle.png\" alt=\"\" class=\"wp-image-33236\" style=\"object-fit:cover;width:170px\"\/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\" id=\"h-peter-sallenhag\">Peter Sallenhag<\/h3>\n\n\n\n<p>peter.sallenhag(at)ductus.se<br>Phone: +46 70 571 05 82<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\t\t<section id=\"social-share-block_1a31be4b33a73d8fd36c15032c1eef58\" class=\"ductus-gutenberg ductus-social-share-block\">\n\t\t\t<div class=\"inner\">\n\t\t\t\t<nav class=\"social-share post-34630\" role=\"navigation\" aria-label=\"Social Links Menu\"><div class=\"menu-social-container\"><ul class=\"social-links-menu\"><li class=\"menu-item\"><a class=\"social-share-link social-share-x\" 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aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-smaller\"><\/div>\n\n\n\n<section id=\"post-grid-block_5ab83d7337b9c3dc6411eff78dec242f\" class=\"post-grid aligncenter template-0\">\n\t<div class=\"inner-grid columns-3\">\n\t\t\n\t\t\t\t\n\n<div class=\"grid-item cases \">\n\t<a href=\"https:\/\/ductus.global\/sv\/cases\/att-gora-natverksautomation-tillganglig-for-alla-natverksoperatorer\/\" class=\"block-link\" title=\"Att g\u00f6ra n\u00e4tverksautomation tillg\u00e4nglig f\u00f6r alla n\u00e4tverksoperat\u00f6rer\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2026\/06\/Provider-cs-2.png\" alt=\"Att g\u00f6ra n\u00e4tverksautomation tillg\u00e4nglig f\u00f6r alla n\u00e4tverksoperat\u00f6rer\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Case Study <\/span><\/span>\n        \t\t<div 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Few bring the compounded expertise needed to deliver real change \u2014&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/a-blueprint-for-network-automation-designing-scalable-secure-and-maintainable-architectures\/\" class=\"block-link\" title=\"A Blueprint for Network Automation: Designing Scalable, Secure, and Maintainable Architectures\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/Blueprint-795x441.jpg\" alt=\"A Blueprint for Network Automation: Designing Scalable, Secure, and Maintainable Architectures\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">A Blueprint for Network Automation: Designing Scalable, Secure, and Maintainable Architectures<\/span>\n\t\t\t<p class=\"item-text\">Network automation isn\u2019t just about speed \u2014 it\u2019s about strategy. 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As networks grow more complex, a Network Source of Truth&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/autonomous-networks-challenges-and-practical-steps-for-communication-service-providers\/\" class=\"block-link\" title=\"Autonomous Networks: Challenges and Practical Steps for Communication Service Providers\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-618x441.jpeg\" alt=\"Autonomous Networks: Challenges and Practical Steps for Communication Service Providers\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Autonomous Networks: Challenges and Practical Steps for Communication Service Providers<\/span>\n\t\t\t<p class=\"item-text\">Telecom networks are becoming increasingly complex and dynamic, with demand for high-speed connectivity, cloud-native&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/software-qa-network-automation\/\" class=\"block-link\" title=\"The Importance of Software Quality Assurance in Network Automation\u00a0\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/WP-preview-upd-710x441.jpg\" alt=\"The Importance of Software Quality Assurance in Network Automation\u00a0\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">White paper <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">The Importance of Software Quality Assurance in Network Automation\u00a0<\/span>\n\t\t\t<p class=\"item-text\">Software QA in Network Automation is essential for building reliable, secure, and cost-efficient networks. As service&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/core-software-development-principles-for-service-providers\/\" class=\"block-link\" title=\"Core Software Development Principles for Service Providers\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2021\/09\/network-840x426.jpeg\" alt=\"Core Software Development Principles for Service Providers\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Core Software Development Principles for Service Providers<\/span>\n\t\t\t<p class=\"item-text\">How can service providers accelerate service deployments while maintaining quality? Automation is often the answer, but&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/what-is-network-automation\/\" class=\"block-link\" title=\"What is network automation?\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2021\/04\/network-concept-836x441.jpg\" alt=\"What is network automation?\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">What is network automation?<\/span>\n\t\t\t<p class=\"item-text\">Network automation is the continuous activity of&nbsp;transforming&nbsp;your network operations tasks&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/cisco-crosswork-nso-expertise\/\" class=\"block-link\" title=\"Cisco Crosswork NSO expertise\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2021\/04\/network-5-833x441.jpg\" alt=\"Cisco Crosswork NSO expertise\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Cisco Crosswork NSO expertise<\/span>\n\t\t\t<p class=\"item-text\">Cisco Crosswork NSO&nbsp;is the leading&nbsp;network automation platform for enterprises and service providers. When&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t<\/section>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>As organizations scale their network automation initiatives, many are exploring how Artificial Intelligence can accelerate delivery, improve quality, and reduce manual effort. From generating code to identifying patterns in operational data, AI has the potential to support more efficient and intelligent network operations. However, scaling automation successfully is not about replacing established engineering practices with [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":34631,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[3787,4143],"tags":[4283,4278],"class_list":["post-34630","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-articles-network-automation","tag-network-automation-advisory","tag-network-automation-implementation"],"acf":[],"_links":{"self":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/34630","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/comments?post=34630"}],"version-history":[{"count":1,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/34630\/revisions"}],"predecessor-version":[{"id":34633,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/34630\/revisions\/34633"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media\/34631"}],"wp:attachment":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media?parent=34630"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/categories?post=34630"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/tags?post=34630"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}