{"id":4380,"date":"2026-04-27T10:38:55","date_gmt":"2026-04-27T08:38:55","guid":{"rendered":"https:\/\/tenesys.io\/?p=4380"},"modified":"2026-05-05T14:03:52","modified_gmt":"2026-05-05T12:03:52","slug":"ai-in-devops-for-more-efficient-infrastructure-management-and-monitoring","status":"publish","type":"post","link":"https:\/\/tenesys.io\/en\/blog\/ai-in-devops-for-more-efficient-infrastructure-management-and-monitoring\/","title":{"rendered":"AI in DevOps For More Efficient Infrastructure Management and Monitoring"},"content":{"rendered":"<style>.kb-row-layout-id4380_a16198-91 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_a16198-91 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_a16198-91 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-xl, 4rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 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.kt-inside-inner-col{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column4380_1390d9-ee > .kt-inside-inner-col{box-shadow:0px 0px 10px 0px rgba(30, 30, 30, 0.05);border-top:0px solid #e6e6e6;border-right:0px solid #e6e6e6;border-bottom:0px solid #e6e6e6;border-left:0px solid #e6e6e6;}.kadence-column4380_1390d9-ee > .kt-inside-inner-col,.kadence-column4380_1390d9-ee > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4380_1390d9-ee > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_1390d9-ee > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_1390d9-ee > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_1390d9-ee > 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class=\"kt-inside-inner-col\"><style>.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-contents-title{font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette5, #4A5568);font-size:12px;font-weight:500;font-style:normal;margin-top:0px;margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette4, #2D3748);}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-wrap .kb-table-of-content-list .active > .kb-table-of-contents__entry{color:var(--global-palette3, #1A202C);}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-list li{margin-bottom:12px;}.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-list li .kb-table-of-contents-list-sub{margin-top:12px;}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-wrap .kb-table-of-content-list{font-size:14px;}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-list li{margin-bottom:16px;}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id4380_410c01-4b .kb-table-of-content-list li 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class=\"wp-block-kadence-column kadence-column4380_47fc55-31\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_d2b74c-1b{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4380_d2b74c-1b > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_d2b74c-1b > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_d2b74c-1b > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_d2b74c-1b > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_d2b74c-1b > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_d2b74c-1b{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4380_d2b74c-1b > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_d2b74c-1b alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_b63583-8e > .kt-inside-inner-col{padding-top:0px;}.kadence-column4380_b63583-8e > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4380_b63583-8e > .kt-inside-inner-col,.kadence-column4380_b63583-8e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_b63583-8e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_b63583-8e > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_b63583-8e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_b63583-8e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_b63583-8e{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_b63583-8e > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_b63583-8e > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_b63583-8e\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-32-30-28-font-size\"><strong>Since the release of ChatGPT,&nbsp;<a href=\"https:\/\/tenesys.io\/en\/chatgpt-in-a-nutshell-are-we-witnesses-to-a-real-revolution-tenesys-blog\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Generative AI<\/a>&nbsp;has been on everyone&#8217;s lips.&nbsp;<\/strong><\/p>\n\n\n\n<p><strong>It&#8217;s undoubtedly revolutionising all industries and roles, including tech. For example, this&nbsp;<a href=\"https:\/\/www.salesforce.com\/news\/stories\/trends-in-IT\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Salesforce survey<\/a>&nbsp;found that 86% of IT leaders expect Gen AI to play a prominent role in their organisations very soon.<\/strong><\/p>\n\n\n\n<p class=\"has-32-30-28-font-size\"><strong>DevOps is no different in that matter. AIOps \u2013 AI for IT operations \u2013 uses technologies such as Machine Learning to streamline software development and delivery processes.&nbsp;<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-32-30-28-font-size\">Understandably, AIOps tools bring multiple benefits, but the segment is still too young to herald the death of the software engineering profession. They&#8217;re worth keeping an eye on, as the right solutions and processes can streamline software development and delivery.&nbsp;<\/p>\n\n\n\n<p class=\"has-32-30-28-font-size\">Read on to learn how to use AI in DevOps and which solutions to pick for different use cases your team may need.&nbsp;<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading has--font-size\">Which types of AI do DevOps teams use?&nbsp;<\/h2>\n\n\n\n<p>Artificial Intelligence refers to computer systems programmed to carry out tasks like learning and problem-solving. By feeding on swathes of data, AI can solve challenges, reduce waste, and discover new efficiencies.&nbsp;<\/p>\n\n\n\n<p>In the field of DevOps, AI quickly becomes an indispensable part of task automation, reducing error and providing teams with insights for more informed decisions.<\/p>\n\n\n\n<p>The most common type of AI in DevOps is Large Language Models (LLMs), which presents an immense potential for tasks like writing code, testing, and deployment.<\/p>\n\n\n\n<p>Let\u2019s now focus on how engineers take advantage of it in more detail.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_130e79-80 > .kt-inside-inner-col,.kadence-column4380_130e79-80 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_130e79-80 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_130e79-80 > 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tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_02dba9-71 > .kt-inside-inner-col{padding-top:0px;}.kadence-column4380_02dba9-71 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4380_02dba9-71 > .kt-inside-inner-col,.kadence-column4380_02dba9-71 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_02dba9-71 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_02dba9-71 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_02dba9-71 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_02dba9-71 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_02dba9-71{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_02dba9-71 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_02dba9-71 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_02dba9-71\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Top four benefits of AI in DevOps<\/h2>\n\n\n<style>.kb-row-layout-id4380_c52cd5-a9 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_c52cd5-a9 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_c52cd5-a9 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-sm, 1rem);row-gap:var(--global-kb-gap-sm, 1rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:0px;grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id4380_c52cd5-a9 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_c52cd5-a9 > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id4380_c52cd5-a9 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_c52cd5-a9 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full\">\n<style>.kadence-column4380_af8d70-61 > .kt-inside-inner-col{display:flex;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kadence-column4380_af8d70-61 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);}.kadence-column4380_af8d70-61 > .kt-inside-inner-col,.kadence-column4380_af8d70-61 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col{column-gap:6px;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:flex-start;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col > *, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kt-row-column-wrap > .kadence-column4380_af8d70-61{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_af8d70-61{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_af8d70-61 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;align-items:flex-start;}}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4380_af8d70-61{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61 > .kt-inside-inner-col{align-items:flex-start;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column4380_af8d70-61 > .kt-inside-inner-col > *, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column4380_af8d70-61 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kt-row-column-wrap > .kadence-column4380_af8d70-61{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_af8d70-61 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col > *, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_af8d70-61 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_af8d70-61 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_af8d70-61 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96, .wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96[data-kb-block=\"kb-adv-heading4380_c2e5f5-96\"]{margin-bottom:0px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96[data-kb-block=\"kb-adv-heading4380_c2e5f5-96\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_c2e5f5-96[data-kb-block=\"kb-adv-heading4380_c2e5f5-96\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_c2e5f5-96 wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_c2e5f5-96\">1. <\/p>\n\n\n<style>.kadence-column4380_1aabb5-57 > .kt-inside-inner-col,.kadence-column4380_1aabb5-57 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_1aabb5-57 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_1aabb5-57 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_1aabb5-57 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_1aabb5-57 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_1aabb5-57{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_1aabb5-57 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_1aabb5-57 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_1aabb5-57\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30, .wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30[data-kb-block=\"kb-adv-heading4380_1200b5-30\"]{margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:16px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30[data-kb-block=\"kb-adv-heading4380_1200b5-30\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_1200b5-30[data-kb-block=\"kb-adv-heading4380_1200b5-30\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading4380_1200b5-30 wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_1200b5-30\"><strong><strong>AI boosts the speed and efficiency of DevOps teams<\/strong><\/strong><\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30, .wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30[data-kb-block=\"kb-adv-heading4380_85b63f-30\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30[data-kb-block=\"kb-adv-heading4380_85b63f-30\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_85b63f-30[data-kb-block=\"kb-adv-heading4380_85b63f-30\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_85b63f-30 wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_85b63f-30\">AI-powered DevOps tools let you carry out complex projects faster and with fewer errors. This quality is possible thanks to using advanced data analysis to automate large volumes of software delivery tasks.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{display:flex;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col,.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{column-gap:6px;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:flex-start;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > *, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kt-row-column-wrap > .kadence-column4380_a6c90f-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_a6c90f-b1{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;align-items:flex-start;}}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4380_a6c90f-b1{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{align-items:flex-start;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > *, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kt-row-column-wrap > .kadence-column4380_a6c90f-b1{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > *, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_a6c90f-b1 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_a6c90f-b1 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12, .wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12[data-kb-block=\"kb-adv-heading4380_7575e4-12\"]{margin-bottom:0px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12[data-kb-block=\"kb-adv-heading4380_7575e4-12\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_7575e4-12[data-kb-block=\"kb-adv-heading4380_7575e4-12\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_7575e4-12 wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_7575e4-12\">2. <\/p>\n\n\n<style>.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col,.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_6c9b74-f0{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_6c9b74-f0 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_6c9b74-f0\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b, .wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b[data-kb-block=\"kb-adv-heading4380_3ebc14-3b\"]{margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:16px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b[data-kb-block=\"kb-adv-heading4380_3ebc14-3b\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_3ebc14-3b[data-kb-block=\"kb-adv-heading4380_3ebc14-3b\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading4380_3ebc14-3b wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_3ebc14-3b\"><strong><strong>AI improves DevOps precision and consistency<\/strong><\/strong><\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11, .wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11[data-kb-block=\"kb-adv-heading4380_3caa8d-11\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11[data-kb-block=\"kb-adv-heading4380_3caa8d-11\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_3caa8d-11[data-kb-block=\"kb-adv-heading4380_3caa8d-11\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_3caa8d-11 wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_3caa8d-11\">Artificial Intelligence enhances the accuracy and consistency of your organisational software development and delivery processes. Teams can use it to lower the odds of human error while performing repetitive operations and tasks like tests.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{display:flex;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col,.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{column-gap:6px;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:flex-start;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > *, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kt-row-column-wrap > .kadence-column4380_c27f4f-e0{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_c27f4f-e0{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;align-items:flex-start;}}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4380_c27f4f-e0{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{align-items:flex-start;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > *, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kt-row-column-wrap > .kadence-column4380_c27f4f-e0{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > *, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_c27f4f-e0 > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_c27f4f-e0 kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d, .wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d[data-kb-block=\"kb-adv-heading4380_ae54ce-5d\"]{margin-bottom:0px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d[data-kb-block=\"kb-adv-heading4380_ae54ce-5d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_ae54ce-5d[data-kb-block=\"kb-adv-heading4380_ae54ce-5d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_ae54ce-5d wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_ae54ce-5d\">3. <\/p>\n\n\n<style>.kadence-column4380_04a4b7-90 > .kt-inside-inner-col,.kadence-column4380_04a4b7-90 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_04a4b7-90 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_04a4b7-90 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_04a4b7-90 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_04a4b7-90 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_04a4b7-90{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_04a4b7-90 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_04a4b7-90 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_04a4b7-90\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07, .wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07[data-kb-block=\"kb-adv-heading4380_35f09c-07\"]{margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:16px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07[data-kb-block=\"kb-adv-heading4380_35f09c-07\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_35f09c-07[data-kb-block=\"kb-adv-heading4380_35f09c-07\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading4380_35f09c-07 wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_35f09c-07\"><strong>AI enhances resource management<\/strong><\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e, .wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e[data-kb-block=\"kb-adv-heading4380_bba746-0e\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e[data-kb-block=\"kb-adv-heading4380_bba746-0e\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_bba746-0e[data-kb-block=\"kb-adv-heading4380_bba746-0e\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_bba746-0e wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_bba746-0e\">AI allows teams to cut waste and better use their IT resources. You can achieve this goal by automating your cloud infrastructure, identifying underutilised resources, and improving their allocation.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column4380_442ac2-1b > .kt-inside-inner-col{display:flex;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);}.kadence-column4380_442ac2-1b > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);}.kadence-column4380_442ac2-1b > .kt-inside-inner-col,.kadence-column4380_442ac2-1b > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col{column-gap:6px;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col{flex-direction:row;flex-wrap:wrap;align-items:flex-start;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col > *, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}.kt-row-column-wrap > .kadence-column4380_442ac2-1b{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_442ac2-1b{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_442ac2-1b > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;align-items:flex-start;}}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4380_442ac2-1b{align-self:flex-start;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b > .kt-inside-inner-col{align-items:flex-start;}}@media all and (min-width: 768px) and (max-width: 1024px){.kadence-column4380_442ac2-1b > .kt-inside-inner-col > *, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}@media all and (max-width: 767px){.kadence-column4380_442ac2-1b > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:1px solid var(--global-palette6, #718096);border-bottom:1px solid var(--global-palette6, #718096);border-left:1px solid var(--global-palette6, #718096);flex-direction:row;flex-wrap:wrap;justify-content:flex-start;}.kt-row-column-wrap > .kadence-column4380_442ac2-1b{align-self:flex-start;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_442ac2-1b > .kt-inside-inner-col{align-items:flex-start;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col > *, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-image, .kadence-column4380_442ac2-1b > .kt-inside-inner-col > figure.wp-block-kadence-image{margin-top:0px;margin-bottom:0px;}.kadence-column4380_442ac2-1b > .kt-inside-inner-col > .kb-image-is-ratio-size{flex-grow:1;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_442ac2-1b kb-section-dir-horizontal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f, .wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f[data-kb-block=\"kb-adv-heading4380_f418ac-1f\"]{margin-bottom:0px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f[data-kb-block=\"kb-adv-heading4380_f418ac-1f\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_f418ac-1f[data-kb-block=\"kb-adv-heading4380_f418ac-1f\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_f418ac-1f wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_f418ac-1f\">4. <\/p>\n\n\n<style>.kadence-column4380_e66874-c8 > .kt-inside-inner-col,.kadence-column4380_e66874-c8 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_e66874-c8 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_e66874-c8 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_e66874-c8 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_e66874-c8 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_e66874-c8{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_e66874-c8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_e66874-c8 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_e66874-c8\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44, .wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44[data-kb-block=\"kb-adv-heading4380_f71d9f-44\"]{margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:16px;font-weight:500;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44[data-kb-block=\"kb-adv-heading4380_f71d9f-44\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_f71d9f-44[data-kb-block=\"kb-adv-heading4380_f71d9f-44\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h3 class=\"kt-adv-heading4380_f71d9f-44 wp-block-kadence-advancedheading has-kb-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_f71d9f-44\"><strong>AI strengthens your security posture<\/strong><\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14, .wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14[data-kb-block=\"kb-adv-heading4380_0d79c9-14\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14[data-kb-block=\"kb-adv-heading4380_0d79c9-14\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_0d79c9-14[data-kb-block=\"kb-adv-heading4380_0d79c9-14\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_0d79c9-14 wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_0d79c9-14\">You can also use AI to improve your overall security posture by automating threat detection and response, identifying potential vulnerabilities faster, and setting real-time alerts.<br>Now it\u2019s time to investigate some of the key use cases for implementing AI in DevOps and relevant tools.&nbsp;<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_f04ef8-cb > .kt-inside-inner-col,.kadence-column4380_f04ef8-cb > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_f04ef8-cb > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_f04ef8-cb > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_f04ef8-cb > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_f04ef8-cb > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_f04ef8-cb{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_f04ef8-cb > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_f04ef8-cb > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_f04ef8-cb\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_7bf02d-16{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4380_7bf02d-16 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_7bf02d-16 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_7bf02d-16 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_7bf02d-16 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_7bf02d-16 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_7bf02d-16{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4380_7bf02d-16 > .kt-row-column-wrap{max-width:100%;margin-left:auto;margin-right:auto;padding-right:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_7bf02d-16{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_7bf02d-16 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_321122-79 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-lg, 3rem);}.kadence-column4380_321122-79 > .kt-inside-inner-col,.kadence-column4380_321122-79 > .kt-inside-inner-col:before{border-top-left-radius:4px;border-top-right-radius:4px;border-bottom-right-radius:4px;border-bottom-left-radius:4px;}.kadence-column4380_321122-79 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_321122-79 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_321122-79 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_321122-79 > .kt-inside-inner-col{background-image:linear-gradient(180deg,var(--global-palette1) 0%,var(--global-palette1) 86%,var(--global-palette2) 86%);}.kadence-column4380_321122-79 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_321122-79{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_321122-79 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);padding-left:var(--global-kb-spacing-md, 2rem);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_321122-79 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-lg, 3rem);flex-direction:column;justify-content:center;}.kadence-column4380_321122-79 > .kt-inside-inner-col,.kadence-column4380_321122-79 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_321122-79 kb-section-dir-vertical tenesys-block-bg-blue-navy bg-not-equal\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0, .wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0[data-kb-block=\"kb-adv-heading4380_776d02-f0\"]{display:block;margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0[data-kb-block=\"kb-adv-heading4380_776d02-f0\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_776d02-f0[data-kb-block=\"kb-adv-heading4380_776d02-f0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading4380_776d02-f0 eyebrow wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4380_776d02-f0\">our service<\/span>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14, .wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14[data-kb-block=\"kb-adv-heading4380_b9ba25-14\"]{margin-top:0px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14[data-kb-block=\"kb-adv-heading4380_b9ba25-14\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_b9ba25-14[data-kb-block=\"kb-adv-heading4380_b9ba25-14\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4380_b9ba25-14 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4380_b9ba25-14\">Move from simple monitoring to full architectural understanding<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45, .wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45[data-kb-block=\"kb-adv-heading4380_8ed9f2-45\"]{display:block;margin-bottom:var(--global-kb-spacing-xl, 4rem);font-size:20px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45[data-kb-block=\"kb-adv-heading4380_8ed9f2-45\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_8ed9f2-45[data-kb-block=\"kb-adv-heading4380_8ed9f2-45\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<span class=\"kt-adv-heading4380_8ed9f2-45 wp-block-kadence-advancedheading has-kb-palette-6-color has-text-color\" data-kb-block=\"kb-adv-heading4380_8ed9f2-45\">Standard dashboards often fail with complex microservices and AI systems. We design advanced observability platforms combining logs metrics and distributed traces into one clear view. Using OpenTelemetry and Grafana your team will diagnose root causes instantly before end users feel any impact.<\/span>\n\n\n<style>.wp-block-kadence-advancedbtn.kb-btns4380_021ab0-12{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:flex-start;align-items:center;}.kt-btns4380_021ab0-12 .kt-button{font-weight:normal;font-style:normal;}.kt-btns4380_021ab0-12 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns4380_021ab0-12 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns4380_021ab0-12\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn4380_e9d0ae-9e.kb-button{width:initial;}<\/style><a class=\"kb-button kt-button button kb-btn4380_e9d0ae-9e kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-inherit button-style-secondary kt-btn-has-text-true kt-btn-has-svg-false  wp-block-button__link wp-block-kadence-singlebtn\" href=\"https:\/\/tenesys.io\/en\/usluga\/observability\/\"><span class=\"kt-btn-inner-text\">Observability<\/span><\/a><\/div>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_078643-0d > .kt-inside-inner-col,.kadence-column4380_078643-0d > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_078643-0d > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_078643-0d > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_078643-0d > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_078643-0d > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_078643-0d{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_078643-0d > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_078643-0d > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_078643-0d\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_2ed511-5c{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4380_2ed511-5c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_2ed511-5c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_2ed511-5c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_2ed511-5c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_2ed511-5c > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_2ed511-5c{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4380_2ed511-5c > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_2ed511-5c alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_808a90-56 > .kt-inside-inner-col{padding-top:0px;}.kadence-column4380_808a90-56 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4380_808a90-56 > .kt-inside-inner-col,.kadence-column4380_808a90-56 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_808a90-56 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_808a90-56 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_808a90-56 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_808a90-56 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_808a90-56{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_808a90-56 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_808a90-56 > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_808a90-56\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">AI in DevOps: six use cases and relevant tools<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">#1: CI\/CD pipelines<\/h3>\n\n\n\n<p><a href=\"https:\/\/tenesys.io\/en\/how-to-build-a-ci-cd-pipeline-a-step-by-step-guide-for-your-business\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Continuous integration and development<\/a>&nbsp;processes are DevOps\u2019 bread-and-butter, so this list couldn\u2019t start with anything else.&nbsp;<\/p>\n\n\n\n<p>One particularly valuable use case for AI in CI\/CD is testing your code for security. ML models can quickly understand the logic of your code and find potential vulnerabilities. One of the pioneers in this field is Snyk with its&nbsp;<a href=\"https:\/\/snyk.io\/platform\/deepcode-ai\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DeepCode AI<\/a>, which you can integrate into your app building and testing.<\/p>\n\n\n\n<p>AI is also getting better at checking your code for quality. Devs can write reliable code faster with \u2018AI coding assistants\u2019 often available as plugins in popular IDE environments like&nbsp;<a href=\"https:\/\/about.gitlab.com\/solutions\/code-suggestions\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">GitLab Duo<\/a>&nbsp;or&nbsp;<a href=\"https:\/\/github.com\/features\/copilot\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Github Copilot<\/a>.&nbsp;<\/p>\n\n\n\n<p>Artificial Intelligence is also helpful for deploying code to production. For example,&nbsp;<a href=\"http:\/\/harness.io\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Harness<\/a>&nbsp;uses ML to analyse logs from systems to see how your app\u2019s performance changes after deploying a new build.&nbsp;<\/p>\n\n\n\n<p>Of course, there are many more ways to reap AI\u2019s benefits for CI\/CD, so I\u2019ll discuss them in a separate blog post soon.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#2: Anomaly detection<\/h3>\n\n\n\n<p>Anomaly detection is one of the most popular AI applications in DevOps.&nbsp;<\/p>\n\n\n\n<p>This capability is possible thanks to monitoring and analysing data from sources like logs, metrics, and events to spot deviations from usual patterns. DevOps teams can detect potential anomalies by setting alerts before they snowball into full-blown issues.<\/p>\n\n\n\n<p>AI-powered anomaly detection is now part of popular monitoring platforms like&nbsp;<a href=\"https:\/\/docs.datadoghq.com\/monitors\/types\/anomaly\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DataDog<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/www.splunk.com\/en_us\/solutions\/splunk-artificial-intelligence.html\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Splunk<\/a>; all key cloud providers also offer similar functionalities.&nbsp;&nbsp;<\/p>\n\n\n\n<p>For example, Amazon has an entire portfolio of anomaly detection tools for software and hardware infrastructure.&nbsp;<a href=\"https:\/\/aws.amazon.com\/devops-guru\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Amazon DevOps Guru<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/aws.amazon.com\/lookout-for-metrics\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Lookout for Metrics<\/a>&nbsp;are great for detecting operational and business data inconsistencies.&nbsp;<\/p>\n\n\n\n<p>Regarding detecting and remediating vulnerabilities, Amazon offers&nbsp;<a href=\"https:\/\/aws.amazon.com\/codeguru\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">CodeGuru<\/a>&nbsp;together with CodeGuru Security.<\/p>\n\n\n\n<p>To detect anomalies in the hardware and physical infrastructure, consider&nbsp;<a href=\"https:\/\/aws.amazon.com\/monitron\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Monitron<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/aws.amazon.com\/lookout-for-equipment\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Lookout for Equipment<\/a>. The first one analyses your equipment\u2019s vibration and temperature, while the latter automatically analyses industrial equipment\u2019s sensor data to detect abnormal behaviour and avoid downtime.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#3: Issue diagnosis and analysis<\/h3>\n\n\n\n<p>AI-powered solutions support DevOps teams in diagnosing and analysing issues. Once Machine Learning algorithms detect anomalies, they can identify patterns and correlate them with events across entire IT systems, no matter their complexity.&nbsp;<\/p>\n\n\n\n<p>Tools like&nbsp;<a href=\"https:\/\/www.dynatrace.com\/platform\/aiops\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Dynatrace AIOps<\/a>,&nbsp;<a href=\"https:\/\/newrelic.com\/platform\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">New Relic<\/a>, and&nbsp;<a href=\"https:\/\/www.datadoghq.com\/blog\/trace-queries\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Datadog Trace Queries<\/a>&nbsp;use AI mechanisms to diagnose issues in real time, provide insights into root causes, and suggest remediation strategies.&nbsp;&nbsp;<\/p>\n\n\n\n<p>These platforms analyse volumes of telemetry data to identify performance bottlenecks, config errors, and security vulnerabilities to help DevOps teams resolve system issues swiftly and reliably.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#4: Infrastructure optimisation<\/h3>\n\n\n\n<p>Another DevOps area in which AI shines is infrastructure optimisation. This capability is possible thanks to analysing usage patterns, predicting demands, and automating resource allocation.&nbsp;<\/p>\n\n\n\n<p>AI-powered tools can optimise your cloud infrastructure by dynamically adjusting resources to match workload fluctuations, ensure efficient utilisation, spot waste, and allow proactive adjustments.<\/p>\n\n\n\n<p>This type of support is available, for example, on Google Cloud Platform under the umbrella of&nbsp;<a href=\"https:\/\/cloud.google.com\/solutions\/active-assist\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Active Assist<\/a>. GCP\u2019s tools help you optimise cloud operations by recommending ways to reduce expenses, boost performance, improve security, and even sustainability.&nbsp;<\/p>\n\n\n\n<p>By analysing your usage, Active Assist suggests the most optimal type of VMs, ways to rightsize them, and flags underutilised resources.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#5: Context-aware predictions and recommendations<\/h3>\n\n\n\n<p>Microsoft\u2019s primary offering is&nbsp;<a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/copilot\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Copilot for Azure<\/a>, which can support you in everything from writing code to infrastructure consultations in the Azure dashboard.&nbsp;<\/p>\n\n\n\n<p>This product direction shouldn\u2019t be surprising considering Microsoft\u2019s partnership with OpenAI, the company behind ChatGPT and the subsequent GenAI craze.&nbsp;<\/p>\n\n\n\n<p>However,&nbsp;<a href=\"https:\/\/aws.amazon.com\/q\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Amazon\u2019s Q<\/a>&nbsp;proves that the Redmond-based giant does not hold a monopoly on Large Language Models and AI-powered assistants.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">#6: Network security and intelligence<\/h3>\n\n\n\n<p>Network security and cloud environment have been vital in the cloud computing era due to increased network data transmission and the global distribution of resources.<\/p>\n\n\n\n<p>AI supports DevOps in network security by enabling faster anomaly detection, predictive analysis, threat intelligence, and automated response. These capabilities are possible thanks to analysing network traffic patterns and predicting and identifying threats from vast data sources.&nbsp;<\/p>\n\n\n\n<p>One of the popular tools in this segment is&nbsp;<a href=\"https:\/\/docs.paloaltonetworks.com\/prisma\/prisma-sd-wan\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Prisma SD-WAN<\/a>. By integrating AI-driven security features into network management, the solution helps to strengthen network defences and mitigate security risks.<\/p>\n\n\n\n<p>Another tool is&nbsp;<a href=\"https:\/\/sase.vmware.com\/products\/edge-intelligence\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">VMware Edge Network Intelligence<\/a>, which uses AI to analyse and automate edge network jobs. Predicting issues and automating management and security tasks boosts your DevSecOps efficiency and reliability.&nbsp;<\/p>\n\n\n\n<p>After months in preview,&nbsp;<a href=\"https:\/\/www.ibm.com\/products\/hybrid-cloud-mesh\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">IBM Hybrid Cloud Mesh<\/a>&nbsp;became available at the end of 2023, providing support in network traffic optimisation.<\/p>\n\n\n\n<p>Another interesting case in this category is the detection of unauthorised access.&nbsp;<a href=\"https:\/\/www.mdpi.com\/2079-9292\/12\/6\/1423\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">This paper<\/a>&nbsp;showcases how to use hybrid deep learning models to detect and prevent acts of intrusion on AWS.&nbsp;<\/p>\n\n\n\n<p>Considering the hype surrounding the R&amp;D and business of AI in all industries, we can expect even more innovative applications to come shortly. AI offers almost endless opportunities, so the arms race is on.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col,.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_8f5ad0-c7{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_8f5ad0-c7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_8f5ad0-c7\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_089fac-87{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4380_089fac-87 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_089fac-87 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_089fac-87 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_089fac-87 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_089fac-87 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_089fac-87{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4380_089fac-87 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_089fac-87 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_26df28-8d > .kt-inside-inner-col{padding-top:0px;}.kadence-column4380_26df28-8d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4380_26df28-8d > .kt-inside-inner-col,.kadence-column4380_26df28-8d > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_26df28-8d > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_26df28-8d > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_26df28-8d > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_26df28-8d > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_26df28-8d{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_26df28-8d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_26df28-8d > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_26df28-8d\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">AI tools for monitoring your DevOps infrastructure<\/h2>\n\n\n\n<p>AI-driven infrastructure monitoring is another field experiencing accelerated growth.&nbsp;<\/p>\n\n\n\n<p>One popular tool in this area is&nbsp;<a href=\"https:\/\/newrelic.com\/platform\/new-relic-ai\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">New Relic AI<\/a>, an observability solution that combines data, context, tools, and teams. The platform promises to produce faster and better AI responses by using LLMs with unified telemetry.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Another interesting solution powered by Gen AI is&nbsp;<a href=\"https:\/\/www.dynatrace.com\/platform\/artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Dynatrace Davis AI<\/a>, which provides topology-aware anomaly detection and alerts for custom metrics. Another popular open observability platform is&nbsp;<a href=\"https:\/\/grafana.com\/blog\/2023\/08\/28\/generative-ai-at-grafana-labs-whats-new-whats-next-and-our-vision-for-the-open-source-community\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Grafana<\/a>, which now uses LLMs for automated incident summary.&nbsp;<\/p>\n\n\n\n<p>AI-powered infrastructure monitoring includes even more excellent open-source solutions like&nbsp;<a href=\"https:\/\/codeium.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Codeium<\/a>, which prides itself on training exclusively on data made available under open licences.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_80dad0-ee > .kt-inside-inner-col,.kadence-column4380_80dad0-ee > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_80dad0-ee > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_80dad0-ee > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_80dad0-ee > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_80dad0-ee > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_80dad0-ee{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_80dad0-ee > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_80dad0-ee > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_80dad0-ee\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_b80e24-96{margin-top:0px;margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id4380_b80e24-96 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_b80e24-96 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_b80e24-96 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:50%;margin-left:auto;margin-right:auto;padding-top:0px;padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_b80e24-96 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_b80e24-96 > .kt-row-column-wrap{max-width:70%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_b80e24-96{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}.kb-row-layout-id4380_b80e24-96 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_b80e24-96 alignnone tenesys-section-small-width-on-desktop wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_3c9357-5f > .kt-inside-inner-col{padding-top:0px;}.kadence-column4380_3c9357-5f > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);}.kadence-column4380_3c9357-5f > .kt-inside-inner-col,.kadence-column4380_3c9357-5f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_3c9357-5f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_3c9357-5f > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_3c9357-5f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_3c9357-5f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_3c9357-5f{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_3c9357-5f > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_3c9357-5f > .kt-inside-inner-col{border-top:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_3c9357-5f\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Why AI in DevOps won\u2019t replace engineers (at least, not yet!)<\/h2>\n\n\n\n<p>Despite an accelerating pace of AIOps development, it doesn\u2019t yet pose a threat to human engineers.&nbsp;<\/p>\n\n\n\n<p>While AI handles tedious and repetitive tasks gracefully, greatly accelerating software development, DevOps embraces so much more than just automation. Human engineers remain pivotal in system design, implementation, and using AI-generated insights for optimisation and strategic decisions.&nbsp;<\/p>\n\n\n\n<p>Even the most innovative tool will never replace collaboration, problem-solving, adaptability, and other soft skills that are the foundations of&nbsp;<a href=\"https:\/\/tenesys.io\/en\/what-is-devops-and-what-skills-does-a-devops-engineer-need\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">DevOps culture<\/a>. With the right AI solutions in place, your engineers can focus on higher-value tasks and use their expertise to the fullest extent.<\/p>\n\n\n\n<p>So instead of fearing Gen AI, it\u2019s time to embrace it as a complement to your DevOps team\u2019s work\u2014and now is the perfect time to act.&nbsp;<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column4380_84ad8c-0e > .kt-inside-inner-col,.kadence-column4380_84ad8c-0e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_84ad8c-0e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_84ad8c-0e > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_84ad8c-0e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_84ad8c-0e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_84ad8c-0e{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_84ad8c-0e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_84ad8c-0e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_84ad8c-0e\"><div class=\"kt-inside-inner-col\"><style>.kadence-column4380_99777c-b7 > .kt-inside-inner-col,.kadence-column4380_99777c-b7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_99777c-b7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_99777c-b7 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_99777c-b7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_99777c-b7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_99777c-b7{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_99777c-b7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_99777c-b7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_99777c-b7\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id4380_35e05e-c1 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_35e05e-c1 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_35e05e-c1 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:78%;margin-left:auto;margin-right:auto;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_35e05e-c1 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_35e05e-c1 > .kt-row-column-wrap{max-width:90%;margin-left:auto;margin-right:auto;grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id4380_35e05e-c1 > .kt-row-column-wrap{max-width:98%;margin-left:auto;margin-right:auto;padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_35e05e-c1 alignnone has-theme-palette1-background-color kt-row-has-bg wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column4380_64f4f5-19 > .kt-inside-inner-col{padding-top:40px;padding-bottom:190px;}.kadence-column4380_64f4f5-19 > .kt-inside-inner-col,.kadence-column4380_64f4f5-19 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_64f4f5-19 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_64f4f5-19 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_64f4f5-19 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_64f4f5-19 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_64f4f5-19{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_64f4f5-19 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_64f4f5-19 > .kt-inside-inner-col{padding-top:20px;padding-bottom:180px;flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_64f4f5-19\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a, .wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a[data-kb-block=\"kb-adv-heading4380_749a37-4a\"]{margin-top:var(--global-kb-spacing-xxs, 0.5rem);font-size:30px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a[data-kb-block=\"kb-adv-heading4380_749a37-4a\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a[data-kb-block=\"kb-adv-heading4380_749a37-4a\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a, .wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a[data-kb-block=\"kb-adv-heading4380_749a37-4a\"]{font-size:36px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a, .wp-block-kadence-advancedheading.kt-adv-heading4380_749a37-4a[data-kb-block=\"kb-adv-heading4380_749a37-4a\"]{font-size:32px;}}<\/style>\n<p class=\"kt-adv-heading4380_749a37-4a toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4380_749a37-4a\">Generative AI is transforming all industries, including DevOps. Although still in its infancy, AIOps tools bring multiple benefits, from anomaly detection to infrastructure optimisation, improved resource allocation, and security.<br>As AI research and innovation develop exponentially, the sky\u2019s the limit. However, even the most intelligent tools won\u2019t replace human engineers, who remain crucial for strategic decision-making and using AI-driven insights.<br>Implementing AI in DevOps can help you gain a competitive advantage, reduce waste, and unlock new opportunities.<br>Contact our DevOps experts and build an innovative infrastructure for your development team<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_3408ab-9c{margin-bottom:var(--global-kb-spacing-xl, 4rem);}.kb-row-layout-id4380_3408ab-9c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_3408ab-9c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_3408ab-9c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-none, 0rem );row-gap:var(--global-kb-gap-none, 0rem );max-width:670px;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:repeat(2, minmax(0, 1fr));}.kb-row-layout-id4380_3408ab-9c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_3408ab-9c > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}@media all and (max-width: 767px){.kb-row-layout-id4380_3408ab-9c > .kt-row-column-wrap{padding-right:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_3408ab-9c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kt-inner-column-height-full\">\n<style>.kadence-column4380_73b406-ca > .kt-inside-inner-col,.kadence-column4380_73b406-ca > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:8px;}.kadence-column4380_73b406-ca > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_73b406-ca > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_73b406-ca > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_73b406-ca > .kt-inside-inner-col{background-image:url('https:\/\/tenesys.io\/wp-content\/uploads\/2026\/04\/TENESYS-1-JPEGmini-2600px-scaled.jpg');background-size:cover;background-position:center center;background-attachment:scroll;background-repeat:no-repeat;}.kadence-column4380_73b406-ca > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_73b406-ca{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_73b406-ca > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_73b406-ca > .kt-inside-inner-col,.kadence-column4380_73b406-ca > .kt-inside-inner-col:before{border-top-left-radius:8px;border-top-right-radius:8px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_73b406-ca > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_73b406-ca\"><div class=\"kt-inside-inner-col\"><style>.kadence-column4380_76d316-59 > .kt-inside-inner-col,.kadence-column4380_76d316-59 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_76d316-59 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_76d316-59 > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_76d316-59 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_76d316-59 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_76d316-59{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_76d316-59 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_76d316-59 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_76d316-59 kvs-lg-false kvs-md-false\"><div class=\"kt-inside-inner-col\"><\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{display:flex;}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-md, 2rem);padding-right:var(--global-kb-spacing-md, 2rem);padding-bottom:var(--global-kb-spacing-md, 2rem);padding-left:var(--global-kb-spacing-md, 2rem);}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col,.kadence-column4380_c8a91b-63 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:8px;border-bottom-right-radius:8px;border-bottom-left-radius:0px;}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column4380_c8a91b-63{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{background-color:var(--global-palette3, #1A202C);}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_c8a91b-63{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column4380_c8a91b-63{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 1024px){.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}@media all and (max-width: 767px){.kadence-column4380_c8a91b-63 > .kt-inside-inner-col,.kadence-column4380_c8a91b-63 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:8px;border-bottom-left-radius:8px;}.kt-row-column-wrap > .kadence-column4380_c8a91b-63{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}.kadence-column4380_c8a91b-63 > .kt-inside-inner-col{flex-direction:column;justify-content:space-between;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_c8a91b-63\"><div class=\"kt-inside-inner-col\"><style>.kadence-column4380_1fd7fe-de > .kt-inside-inner-col,.kadence-column4380_1fd7fe-de > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_1fd7fe-de > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_1fd7fe-de > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_1fd7fe-de > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_1fd7fe-de > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_1fd7fe-de{position:relative;}.kadence-column4380_1fd7fe-de, .kt-inside-inner-col > .kadence-column4380_1fd7fe-de:not(.specificity){margin-bottom:var(--global-kb-spacing-sm, 1.5rem);}@media all and (max-width: 1024px){.kadence-column4380_1fd7fe-de > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_1fd7fe-de > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_1fd7fe-de\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f, .wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f[data-kb-block=\"kb-adv-heading4380_d5911a-4f\"]{margin-bottom:var(--global-kb-spacing-md, 2rem);font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f[data-kb-block=\"kb-adv-heading4380_d5911a-4f\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_d5911a-4f[data-kb-block=\"kb-adv-heading4380_d5911a-4f\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4380_d5911a-4f eyebrow toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4380_d5911a-4f\">\u0141ukasz Ratajczyk<\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0, .wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0[data-kb-block=\"kb-adv-heading4380_63a57a-e0\"]{margin-top:0px;margin-bottom:var(--global-kb-spacing-xxs, 0.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0[data-kb-block=\"kb-adv-heading4380_63a57a-e0\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0[data-kb-block=\"kb-adv-heading4380_63a57a-e0\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0, .wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0[data-kb-block=\"kb-adv-heading4380_63a57a-e0\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0, .wp-block-kadence-advancedheading.kt-adv-heading4380_63a57a-e0[data-kb-block=\"kb-adv-heading4380_63a57a-e0\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading4380_63a57a-e0 toc-ignore wp-block-kadence-advancedheading has-theme-palette-9-color has-text-color\" data-kb-block=\"kb-adv-heading4380_63a57a-e0\">\u0141ukasz Ratajczyk<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88, .wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88[data-kb-block=\"kb-adv-heading4380_550221-88\"]{margin-bottom:var(--global-kb-spacing-sm, 1.5rem);font-size:24px;font-weight:300;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88[data-kb-block=\"kb-adv-heading4380_550221-88\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88[data-kb-block=\"kb-adv-heading4380_550221-88\"] img.kb-inline-image{width:150px;vertical-align:baseline;}@media all and (max-width: 1024px){.wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88, .wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88[data-kb-block=\"kb-adv-heading4380_550221-88\"]{font-size:23px;}}@media all and (max-width: 767px){.wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88, .wp-block-kadence-advancedheading.kt-adv-heading4380_550221-88[data-kb-block=\"kb-adv-heading4380_550221-88\"]{font-size:22px;}}<\/style>\n<h3 class=\"kt-adv-heading4380_550221-88 toc-ignore wp-block-kadence-advancedheading has-theme-palette-5-color has-text-color\" data-kb-block=\"kb-adv-heading4380_550221-88\">CTO<\/h3>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d, .wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d[data-kb-block=\"kb-adv-heading4380_3c4bcd-1d\"]{font-size:14px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d[data-kb-block=\"kb-adv-heading4380_3c4bcd-1d\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_3c4bcd-1d[data-kb-block=\"kb-adv-heading4380_3c4bcd-1d\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading4380_3c4bcd-1d wp-block-kadence-advancedheading has-kb-palette-10-color has-text-color\" data-kb-block=\"kb-adv-heading4380_3c4bcd-1d\">CTO with 12 years of experience across various industries. Specializes in optimizing cloud environments and modernizing infrastructure. A certified cloud architect, he leads a team of experienced DevOps engineers at Tenesys. Outside of work, he is a traveler and mountain biker.   <\/p>\n<\/div><\/div>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb, .wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"]{font-size:12px;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] a, .kt-adv-heading-link4380_514e27-bb, .kt-adv-heading-link4380_514e27-bb .kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] a:hover, .kt-adv-heading-link4380_514e27-bb:hover, .kt-adv-heading-link4380_514e27-bb:hover .kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"]{color:var(--global-palette7, #EDF2F7);}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] a, a.kb-advanced-heading-link.kt-adv-heading-link4380_514e27-bb{text-decoration:underline;}.wp-block-kadence-advancedheading.kt-adv-heading4380_514e27-bb[data-kb-block=\"kb-adv-heading4380_514e27-bb\"] a:hover, a.kb-advanced-heading-link.kt-adv-heading-link4380_514e27-bb:hover{text-decoration:underline;}<\/style>\n<a href=\"https:\/\/www.linkedin.com\/in\/lukaszratajczyk\/\" class=\"kb-advanced-heading-link kt-adv-heading-link4380_514e27-bb hls-underline\" target=\"_blank\" rel=\"noopener noreferrer\"><p class=\"kt-adv-heading4380_514e27-bb wp-block-kadence-advancedheading has-theme-palette-7-color has-text-color\" data-kb-block=\"kb-adv-heading4380_514e27-bb\">Linkedin<\/p><\/a>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id4380_f31a6d-13{margin-bottom:var(--global-kb-spacing-lg, 3rem);}.kb-row-layout-id4380_f31a6d-13 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id4380_f31a6d-13 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id4380_f31a6d-13 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:var( --global-content-width, 1600px );padding-left:var(--global-content-edge-padding);padding-right:var(--global-content-edge-padding);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id4380_f31a6d-13 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id4380_f31a6d-13 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id4380_f31a6d-13 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id4380_f31a6d-13 alignnone tenesys-block-recommended-articles wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top kb-theme-content-width\">\n<style>.kadence-column4380_b7452c-3a > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-lg, 3rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);}.kadence-column4380_b7452c-3a > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);}.kadence-column4380_b7452c-3a > .kt-inside-inner-col,.kadence-column4380_b7452c-3a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column4380_b7452c-3a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column4380_b7452c-3a > .kt-inside-inner-col{flex-direction:column;}.kadence-column4380_b7452c-3a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column4380_b7452c-3a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column4380_b7452c-3a{position:relative;}@media all and (max-width: 1024px){.kadence-column4380_b7452c-3a > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column4380_b7452c-3a > .kt-inside-inner-col{border-top:1px solid var(--global-palette6, #718096);border-right:0px solid var(--global-palette6, #718096);border-bottom:0px solid var(--global-palette6, #718096);border-left:0px solid var(--global-palette6, #718096);flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column4380_b7452c-3a\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17, .wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17[data-kb-block=\"kb-adv-heading4380_de082a-17\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17[data-kb-block=\"kb-adv-heading4380_de082a-17\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading4380_de082a-17[data-kb-block=\"kb-adv-heading4380_de082a-17\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading4380_de082a-17 toc-ignore wp-block-kadence-advancedheading has-theme-palette-3-color has-text-color\" data-kb-block=\"kb-adv-heading4380_de082a-17\">Przeczytaj 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kt-blocks-post-loop-block alignnone kt-post-loop4380_f61c27-f1 kt-post-grid-layout-carousel kadence-splide-wrap \"><div class=\"kt-post-grid-layout-carousel-wrap splide kt-carousel-arrowstyle-none kt-carousel-dotstyle-none kb-slider-group-arrow kb-slider-arrow-position-center\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\" data-slider-anim-speed=\"400\" data-slider-scroll=\"1\" data-slider-dots=\"false\" data-slider-arrows=\"false\" data-slider-hover-pause=\"false\" data-slider-auto=\"false\"  data-slider-auto-scroll=\"false\" data-slider-speed=\"7000\" data-slider-gap=\"80\" data-slider-gap-tablet=\"80\" data-slider-gap-mobile=\"80\" data-slider-gap-unit=\"px\" data-show-pause-button=\"false\" data-item-selector=\".kt-post-masonry-item\" aria-label=\"Post Carousel\"><div class=\"kadence-splide-slider-init splide__track\"><ul class=\"kadence-splide-slider-wrap kt-post-grid-wrap\" data-columns-xxl=\"3\" data-columns-xl=\"3\" data-columns-md=\"3\" data-columns-sm=\"2\" data-columns-xs=\"1\" data-columns-ss=\"1\"><li class=\"kt-post-slider-item post-6796 post type-post status-publish format-standard has-post-thumbnail hentry category-manufacturing-industrial kategoria-uslugi-artykul-devops-automation kategoria-uslugi-artykul-infrastructure-cloudservices\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/cloud-strategy-for-manufacturing-how-to-store-iot-data-without-burning-the-margin\/\" aria-label=\"Cloud Strategy for Manufacturing: how to Store IoT Data Without Burning the Margin?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/cloud_strategy_production.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/cloud-strategy-for-manufacturing-how-to-store-iot-data-without-burning-the-margin\/\">Cloud Strategy for Manufacturing: how to Store IoT Data Without Burning the Margin?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">The factory floor generates a tidal wave of information that promised to revolutionize OEE (Overall Equipment Effectiveness). Yet, for many manufacturers, the reality of Industry 4.0 has arrived as a ballooning line item on the monthly budget. When every vibration sensor and temperature probe sends raw data directly to the cloud, storage costs can quickly&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"11 May 2026\" class=\"kt-blocks-post-date\">11 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-6686 post type-post status-publish format-standard has-post-thumbnail hentry category-manufacturing-industrial kategoria-uslugi-artykul-devops-automation kategoria-uslugi-artykul-security-compliance\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/industrial-cybersecurity-guide-how-to-secure-it-ot-convergence-without-stopping-production\/\" aria-label=\"Industrial Cybersecurity Guide \u2013 how to Secure IT\/OT Convergence Without Stopping Production?\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/industrial_security.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/industrial-cybersecurity-guide-how-to-secure-it-ot-convergence-without-stopping-production\/\">Industrial Cybersecurity Guide \u2013 how to Secure IT\/OT Convergence Without Stopping Production?<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">Modern manufacturing operates under a contradictory pressure: the board demands data transparency, while the shop floor requires physical isolation to keep machines running In the era of Industry 4.0, the &#8220;Air Gap&#8221; is a myth. Cyber-Physical Systems (CPS) now link software directly to hardware, meaning a single digital bug can lead to broken gears or&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"11 May 2026\" class=\"kt-blocks-post-date\">11 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/manufacturing-industrial\/\" rel=\"category tag\">Manufacturing &amp; Industrial<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><li class=\"kt-post-slider-item post-6474 post type-post status-publish format-standard has-post-thumbnail hentry category-financial-sector kategoria-uslugi-artykul-security-compliance\"><article class=\"kt-blocks-post-grid-item\"><div class=\"kt-blocks-post-grid-item-inner-wrap kt-feat-image-align-top kt-feat-image-mobile-align-top kb-post-footer-bottom-align\"><div class=\"kadence-post-image\"><div class=\"kadence-post-image-intrisic kt-image-ratio-100\" style=\"padding-bottom:100%;\"><div class=\"kadence-post-image-inner-intrisic\"><a aria-hidden=\"true\" tabindex=\"-1\" role=\"presentation\" href=\"https:\/\/tenesys.io\/en\/blog\/the-unified-fintech-cloud-compliance-framework-aligning-dora-ai-act-pci-dss-mica\/\" aria-label=\"The Unified FinTech Cloud Compliance Framework: Aligning DORA, AI Act, PCI DSS &amp; MiCA\" class=\"kadence-post-image-inner-wrap\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-1024x1024.png\" class=\"attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-1024x1024.png 1024w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-300x300.png 300w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-150x150.png 150w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance-768x768.png 768w, https:\/\/tenesys.io\/wp-content\/uploads\/2026\/05\/fintech_cloud_compliance.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/div><\/div><\/div><div class=\"kt-blocks-post-grid-item-inner\"><header><h3 class=\"entry-title\"><a href=\"https:\/\/tenesys.io\/en\/blog\/the-unified-fintech-cloud-compliance-framework-aligning-dora-ai-act-pci-dss-mica\/\">The Unified FinTech Cloud Compliance Framework: Aligning DORA, AI Act, PCI DSS &amp; MiCA<\/a><\/h3><div class=\"kt-blocks-post-top-meta\"><\/div><\/header><div class=\"entry-content\">FinTech institutions today operate in a regulatory crossfire. The pressure to innovate and hit &#8220;Time-to-Market&#8221; targets often clashes with the reality of an audit. The challenge is no longer just &#8220;getting into the cloud&#8221; \u2014 it is staying there while satisfying the overlapping demands of DORA, the AI Act, PCI DSS v4.0, and MiCA. Without&#8230;<\/div><footer class=\"kt-blocks-post-footer\"><div class=\"kt-blocks-post-footer-left\"><div class=\"kt-blocks-date kt-blocks-post-footer-section\"><time dateTime=\"04 May 2026\" class=\"kt-blocks-post-date\">04 May 2026<\/time><\/div><div class=\"kt-blocks-categories kt-blocks-post-footer-section\"><span class=\"kt-blocks-tags-icon\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"kt-blocks-cat-svg\" fill=\"currentColor\" width=\"32\" height=\"32\" viewBox=\"0 0 32 32\"><title>Categories<\/title>\n\t\t\t<path d=\"M0 10h32l-2 20h-28l-2-20zM29 6l1 2h-28l2-4h11l1 2h13z\"><\/path><\/svg><\/span><a href=\"https:\/\/tenesys.io\/en\/blog\/category\/financial-sector\/\" rel=\"category tag\">Financial Sector<\/a><\/div><\/div><div class=\"kt-blocks-post-footer-right\"><\/div><\/footer><\/div><\/div><\/article><\/li><\/ul><\/div><\/div><\/div><!-- .wp-block-kadence-postgrid --><\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Since the release of ChatGPT,&nbsp;Generative AI&nbsp;has been on everyone&#8217;s lips.&nbsp; It&#8217;s undoubtedly revolutionising all industries and roles, including tech. For example, this&nbsp;Salesforce survey&nbsp;found that 86% of IT leaders expect Gen AI to play a prominent role in their organisations very soon. DevOps is no different in that matter. AIOps \u2013 AI for IT operations \u2013&#8230;<\/p>\n","protected":false},"author":8,"featured_media":4381,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[108],"tags":[],"kategoria-uslugi-artykul":[100,103,102],"class_list":["post-4380","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-saas-isv","kategoria-uslugi-artykul-ai","kategoria-uslugi-artykul-devops-automation","kategoria-uslugi-artykul-managed-servies24-7"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI in DevOps For More Efficient Infrastructure Management<\/title>\n<meta name=\"description\" content=\"AI has been reconfiguring all industries and roles, incl. 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