{"id":5207,"date":"2026-05-19T05:00:00","date_gmt":"2026-05-19T12:00:00","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/?p=5207"},"modified":"2026-05-19T09:16:57","modified_gmt":"2026-05-19T16:16:57","slug":"how-neubird-ai-uses-agentic-ai-on-azure-to-transform-cloud-operations-and-incident-response","status":"publish","type":"post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/how-neubird-ai-uses-agentic-ai-on-azure-to-transform-cloud-operations-and-incident-response\/","title":{"rendered":"How Neubird AI uses agentic AI on Azure to transform cloud operations and incident response"},"content":{"rendered":"\n<aside class=\"table-of-contents-block accordion wp-block-bloginabox-theme-table-of-contents\" id=\"accordion-863ea35d-9ae1-4131-94d2-ec0cb2e4fb47\" data-bi-aN=\"table-of-contents\">\n\t<button class=\"btn btn-collapse\" type=\"button\" aria-expanded=\"true\" aria-controls=\"accordion-collapse-863ea35d-9ae1-4131-94d2-ec0cb2e4fb47\">\n\t\t<span class=\"table-of-contents-block__label\">In this article<\/span>\n\t\t<span class=\"table-of-contents-block__current\" aria-hidden=\"true\"><\/span>\n\n\t\t<svg class=\"table-of-contents-block__arrow\" aria-label=\"Toggle arrow\" width=\"18\" height=\"11\" viewBox=\"0 0 18 11\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n\t\t\t<path d=\"M15.7761 11L18 8.82043L9 0L0 8.82043L2.22394 11L9 4.35913L15.7761 11Z\" fill=\"currentColor\" \/>\n\t\t<\/svg>\n\t<\/button>\n\t<div id=\"accordion-collapse-863ea35d-9ae1-4131-94d2-ec0cb2e4fb47\" class=\"table-of-contents-block__collapse-wrapper collapse show\" data-parent=\"#accordion-863ea35d-9ae1-4131-94d2-ec0cb2e4fb47\">\n\t\t<div class=\"table-of-contents-block__content\">\n\t\t\t<ol class=\"table-of-contents-block__list\"><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#the-cloud-operations-challenge-too-many-alerts-not-enough-answers\">The cloud operations challenge: Too many alerts, not enough answers<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#from-observability-to-ai-powered-incident-investigation\">From observability to AI-powered incident investigation<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#why-agentic-ai-is-reshaping-cloud-operations\">Why agentic AI is reshaping cloud operations<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#reducing-incident-response-time-with-ai\">Reducing incident response time with AI<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#built-on-azure-for-scalable-cloud-operations\">Built on Azure for scalable cloud operations<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#scaling-faster-with-microsoft-for-startups\">Scaling faster with Microsoft for Startups<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#what-startup-founders-should-know-about-cloud-reliability\">What startup founders should know about cloud reliability<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#start-building-with-microsoft-for-startups\">Start building with Microsoft for Startups<\/a><\/li><li class=\"table-of-contents-block__list-item\"><a class=\"table-of-contents-block__list-item-link\" href=\"#access-your-startups-benefits-today\">Access your startups benefits today<\/a><\/li><\/ol>\t\t<\/div>\n\t<\/div>\n\t<span class=\"table-of-contents-block__progress-bar\"><\/span>\n<\/aside>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud operations are becoming harder to manage as startups scale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What starts as a handful of services quickly turns into distributed systems generating massive volumes of logs, metrics, and alerts. For engineering teams, that often leads to alert fatigue, slower incident response, and more time spent investigating issues instead of building product.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/neubird.ai\/resources\/azure\/?utm_source=Microsoft&amp;utm_medium=blog&amp;utm_campaign=Microsoft%20Blog\" target=\"_blank\" rel=\"noopener noreferrer\">Neubird AI<\/a> is tackling this challenge with a new approach to agentic AI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Through <a href=\"https:\/\/portal.startups.microsoft.com\/signup?wt.mc_id=neubird_signup_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft for Startups<\/a>, Neubird AI is helping teams move beyond traditional observability toward AI-powered incident investigation, using <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/ai-foundry?wt.mc_id=neubird_microsoftfoundry_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Foundry<\/a> to turn telemetry into clear, actionable answers in real time. Instead of stitching together signals across tools, teams can quickly identify root cause, reduce downtime, and scale operations more efficiently. to turn telemetry into clear, actionable answers in real time. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of stitching together signals across tools, teams can quickly identify root cause, reduce downtime, and scale operations more efficiently.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/portal.startups.microsoft.com\/signup?wt.mc_id=neubird_signup_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Apply for Microsoft for Startups<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-cloud-operations-challenge-too-many-alerts-not-enough-answers\"><strong>The cloud operations challenge: Too many alerts, not enough answers<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most teams don\u2019t struggle with a lack of data. They struggle with what to do with it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As systems grow more distributed, engineers face an explosion of alerts, fragmented tooling, and hidden dependencies that are difficult to correlate. What worked early on quickly breaks down at scale, making it harder to respond quickly or operate efficiently.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For Goutham Rao, co-founder of Neubird AI, this problem was clear from years of building and operating enterprise systems.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-quote-default-font-size is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em>We saw how difficult it is to keep these systems up and running and actually be able to innovate. When problems happen, you have to solve them very quickly. Downtime is very expensive for companies.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Goutham Rao, co-founder, Neubird AI<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Many teams invest heavily in observability but underestimate the importance of investigation. The result is slower incident response, more engineers pulled into every issue, and increasing pressure as expectations for uptime and performance continue to rise.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"from-observability-to-ai-powered-incident-investigation\"><strong>From observability to AI-powered incident investigation<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neubird AI\u2019s approach starts with a simple idea: collecting telemetry is not enough. The real challenge is turning that data into clear answers during an incident.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its Production Ops Platform, built on <a href=\"https:\/\/azure.microsoft.com\/en-us?wt.mc_id=neubird_azure_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Azure<\/a> and Microsoft Foundry, analyzes telemetry across logs, metrics, events, and recent changes to generate a clear, evidence-based explanation of what\u2019s happening in real time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What makes this approach different is its focus on precision.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-quote-default-font-size is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em style=\"font-style: italic\">There\u2019s a huge difference between an almost correct answer and a correct answer.<\/em> <em><em>Being almost correct doesn\u2019t get you anywhere in the space we\u2019re in because you have to prove you have the answer with 90% or better confidence.<\/em><\/em> <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Goutham Rao, co-founder, Neubird AI<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">To achieve this, Neubird AI developed its own approach to context engineering, ensuring models have the exact context needed to reason accurately and consistently.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">During an incident, this means teams no longer have to jump between dashboards or manually stitch together signals.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If an application slowdown occurs, Neubird AI can correlate signals across services, identify a recent database configuration change as the likely root cause, and trace the downstream impact across dependent systems. It then recommends next steps, such as rolling back the change or routing the issue to the appropriate team.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The result is a shift from reactive troubleshooting to guided investigation, where teams can move from detection to resolution in minutes.<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2026\/05\/word-image-5207-1.webp\" alt=\"Neubird AI&rsquo;s Risk Sentinel interface surfaces high-risk issues, correlates signals across systems, and helps teams quickly identify root cause.\" class=\"wp-image-5208 webp-format\" srcset=\"\" data-orig-src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2026\/05\/word-image-5207-1.webp\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"why-agentic-ai-is-reshaping-cloud-operations\"><strong>Why agentic AI is reshaping cloud operations<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Production environments have reached a level of scale and complexity that humans alone can no longer manage efficiently.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the same time, advances in AI now make it possible to reason across large volumes of operational data in real time. This is what makes agentic AI especially relevant today.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of acting as a passive assistant, Neubird AI\u2019s system actively investigates, correlates signals, and helps guide decisions. It transforms raw telemetry into actionable insight, allowing teams to focus on higher-value work rather than repetitive analysis.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"reducing-incident-response-time-with-ai\"><strong>Reducing incident response time with AI<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For enterprises, this shift is not just about efficiency. It directly impacts uptime, customer experience, and engineering productivity.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In one case, a large banking customer used Neubird AI to reduce incident investigation time by 60%<sup>1<\/sup>. By automatically correlating telemetry across infrastructure events, performance metrics, and historical patterns, teams were able to identify root cause faster and act with greater confidence.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">More broadly, Neubird AI helps eliminate manual log correlation, surface risks proactively, and reduce the number of engineers needed per incident. The result is faster resolution and more time for teams to focus on building.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"built-on-azure-for-scalable-cloud-operations\"><strong>Built on Azure for scalable cloud operations<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neubird AI\u2019s platform is built on Azure and&nbsp;Microsoft Foundry, which power the intelligence layer behind its Production Ops Agent.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By integrating with services like <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/monitor?wt.mc_id=neubird_azuremonitor_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Azure Monitor<\/a>, Neubird AI can securely access telemetry without requiring teams to re-platform or duplicate data. This allows it to deliver a unified operational view across distributed systems while maintaining enterprise-grade security and scalability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For startups and enterprises alike, this means they can adopt AI-powered operations within the environments they already trust.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"scaling-faster-with-microsoft-for-startups\"><strong>Scaling faster with Microsoft for Startups<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neubird AI\u2019s growth has been supported through Microsoft for Startups, which has provided access to startup credits, technical resources, and go-to-market opportunities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For Rao, the partnership has extended beyond infrastructure.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-quote-default-font-size is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><em>The whole team has been nothing but supportive. We can reach out to whoever we want, and that\u2019s never been a problem, either getting help meeting people within Microsoft or outside of Microsoft.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Goutham Rao, co-founder, Neubird AI<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft\u2019s ecosystem, including <a href=\"https:\/\/marketplace.microsoft.com\/en-US\/?wt.mc_id=neubird_marketplace_blog_mfsmktg\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Marketplace<\/a> and <a href=\"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/a-faster-go-to-market-path-for-startups-intellectual-property-co-sell-at-microsoft-for-startups\/?wt.mc_id=neubird_cosell_blog_mfsmktg\">co-sell programs<\/a>, has helped Neubird AI connect with enterprise customers and accelerate adoption.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-startup-founders-should-know-about-cloud-reliability\"><strong>What startup founders should know about cloud reliability<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neubird AI\u2019s story highlights an important shift for startups building on Azure: reliability cannot be an afterthought.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As systems scale, the ability to quickly investigate and resolve issues becomes just as critical as shipping new features. Teams that invest early in reducing operational complexity and speeding up incident response will be better positioned to grow.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"start-building-with-microsoft-for-startups\"><strong>Start building with Microsoft for Startups<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Neubird AI is part of a growing wave of startups using AI to solve complex, real-world problems in production environments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you\u2019re building with AI or scaling your infrastructure, Microsoft for Startups gives you access to startup credits, technical guidance, and the tools you need to build fast, scale smart, and reach customers.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/portal.startups.microsoft.com\/signup?wt.mc_id=neubird_signup_blog_mfsmktg\" target=\"_blank\" rel=\"noreferrer noopener\">Apply for Microsoft for Startups now<\/a>.<\/p>\n\n\n\n<div class=\"is-style-vertical wp-block-bloginabox-theme-promotional\">\n\t\n<div class=\"promotional\">\n\t<div class=\"promotional__wrapper\">\n\t\t<div class=\"promotional__content-wrapper\">\n\t\t\t<div class=\"promotional__content\">\n\t\t\t\t\n\n<h2 class=\"wp-block-heading\" id=\"access-your-startups-benefits-today\">Access your startups benefits today<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft for Startups helps founders build fast, scale smart, and sell more. Apply today to unlock up to $150,000 in Startup credits to start building immediately.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a data-bi-an=\"Global CTA\" data-bi-ct=\"cta link\" data-bi-id=\"cta-block\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/?wt.mc_id=aapi_campaign_blog_mfsmktg\" target=\"_blank\" rel=\"noreferrer noopener\">Apply today<\/a><\/div>\n<\/div>\n\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t<\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><sup>1<\/sup>&nbsp;Reported by Neubird AI based on a customer case study.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Neubird AI is helping enterprises move beyond traditional observability with AI-powered incident investigation on Azure. Learn how its Production Ops Agent uses agentic AI to reduce downtime, identify root cause faster, and improve cloud reliability.<\/p>\n","protected":false},"author":1,"featured_media":5237,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ms_queue_id":[],"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","_alt_title":"","ms-ems-related-posts":[4840,5007],"footnotes":""},"post_tag":[19,959],"content-type":[201,202],"job-role":[],"topic":[387,734,737],"coauthors":[489],"class_list":["post-5207","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-azure","tag-startups-stories","content-type-founder-advice","content-type-startup-stories","topic-ai","topic-guidance-and-development","topic-launching-with-azure","review-flag-1750334688-375","review-flag-1-1750334680-831","review-flag-anywh-1750334677-822","review-flag-micro-1750334692-504","review-flag-never-1750334677-650","review-flag-new-1750334675-317","review-flag-partn-1750334676-483"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How NeuBird accelerates incident response with agentic AI - Microsoft for Startups Blog<\/title>\n<meta name=\"description\" content=\"Neubird AI uses agentic AI on Azure to reduce incident response time, investigate issues faster, and improve cloud reliability.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cm-edgetun.pages.dev\/en-us\/startups\/blog\/how-neubird-ai-uses-agentic-ai-on-azure-to-transform-cloud-operations-and-incident-response\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Neubird AI uses agentic AI on Azure to transform cloud operations and incident response\" \/>\n<meta property=\"og:description\" content=\"Neubird AI is helping enterprises move beyond traditional observability with AI-powered incident investigation on Azure. 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