{"id":3630,"date":"2024-11-15T11:23:03","date_gmt":"2024-11-15T11:23:03","guid":{"rendered":"https:\/\/digiterrebestg.wpengine.com\/us\/?p=3630"},"modified":"2025-06-25T14:57:47","modified_gmt":"2025-06-25T14:57:47","slug":"predictive-maintenance-in-software-systems-using-ai","status":"publish","type":"post","link":"https:\/\/www.digiterre.com\/us\/2024\/11\/15\/predictive-maintenance-in-software-systems-using-ai\/","title":{"rendered":"Predictive Maintenance in Software Systems Using AI"},"content":{"rendered":"<section id=\"block_6864a7be17288385d055fef83ec672e2\" class=\"acf-blocks page-header flex flex-wrap items-center justify-center !mt-0 bg-center bg-no-repeat bg-cover py-16 min-h-[30rem] \" style=\"background-image:linear-gradient(0deg, rgba(0, 0, 0, 0.6), rgba(0, 0, 0, 0.6)), url(https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/Predictive-Maintenance-in-Software-Systems-Using-AI.jpg);\">\n    <div class=\"container mx-auto text-center\">\n        <h1>Predictive Maintenance in Software Systems Using AI<\/h1>\n\n                <p class=\"lg:text-2xl font-medium text-white max-w-5xl mx-auto\">AI-driven predictive maintenance is transforming software system reliability by proactively identifying potential issues. This article explores how Dynatrace and New Relic are leveraging AI to enhance predictive maintenance in software systems.<\/p>\n        \n            <\/div>\n<\/section>\n\n\n<div class=\"wp-block-columns aligncenter is-section is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>Predictive maintenance in software systems leverages AI to anticipate and mitigate potential failures before they impact performance. By analyzing vast amounts of data, AI can detect patterns and anomalies that indicate impending issues, allowing teams to address them proactively. This article examines two leading AI-powered tools, Dynatrace and New Relic, which are at the forefront of predictive maintenance in software systems.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Dynatrace<\/h2>\n\n\n\n<p>Dynatrace is an AI-powered monitoring platform that excels in predictive maintenance by providing deep insights into application performance and infrastructure health. Its AI engine, Davis, analyzes real-time data and historical trends to predict potential issues before they occur. Dynatrace can automatically detect anomalies, understand their root causes, and provide actionable recommendations for remediation. This proactive approach helps prevent downtime and ensures optimal performance of software systems.<\/p>\n\n\n\n<p><strong>Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list custom-bullet\">\n<li><strong>AI-Driven Anomaly Detection:<\/strong>\u00a0Automatically identifies and alerts on unusual patterns.<\/li>\n\n\n\n<li><strong>Root Cause Analysis:<\/strong>\u00a0Provides detailed insights into the causes of anomalies.<\/li>\n\n\n\n<li><strong>Predictive Analytics:<\/strong>\u00a0Forecasts potential issues based on historical data and trends.<\/li>\n<\/ul>\n\n\n\n<p><strong>Benefits:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list custom-bullet\">\n<li>Reduces unplanned downtime by predicting issues early.<\/li>\n\n\n\n<li>Enhances system reliability and performance.<\/li>\n\n\n\n<li>Provides actionable insights to prevent future problems.<\/li>\n<\/ul>\n\n\n\n<p>We can ask Dynatrace to summarize open issues and suggest remediations:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues-1024x576.png\" alt=\"\" class=\"wp-image-3624\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues-1024x576.png 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues-300x169.png 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues-768x432.png 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues-1536x864.png 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_open_issues.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(source: https:\/\/www.dynatrace.com\/platform\/artificial-intelligence\/)<\/figcaption><\/figure>\n\n\n\n<p>Or we can ask to forecast when disk utilization will reach specific level:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization-1024x576.png\" alt=\"\" class=\"wp-image-3625\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization-1024x576.png 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization-300x169.png 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization-768x432.png 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization-1536x864.png 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_forecast_disk_utilization.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(source: https:\/\/www.dynatrace.com\/platform\/artificial-intelligence\/)<\/figcaption><\/figure>\n\n\n\n<p>In reply, Dynatrace will provide a user-friendly graph:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"378\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization-1024x378.jpeg\" alt=\"\" class=\"wp-image-3626\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization-1024x378.jpeg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization-300x111.jpeg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization-768x284.jpeg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization-1536x567.jpeg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/dynatrace_reply_disk_utilization.jpeg 1541w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">(Source: https:\/\/www.dynatrace.com\/news\/blog\/stay-ahead-of-the-game-forecast-it-capacity-with-dynatrace-grail-and-davis-ai\/)<\/figcaption><\/figure>\n\n\n\n<p>Without AI support, we would rather wait for the threshold to be exceeded, but with Dynatrace we get a prediction based on actual usage.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">New Relic<\/h2>\n\n\n\n<p>New Relic is a comprehensive observability platform that uses AI to enable predictive maintenance across software systems. It leverages machine learning algorithms to analyze telemetry data, identify patterns, and predict potential failures. New Relic\u2019s AI capabilities include detecting performance degradation, forecasting resource utilization, and providing recommendations for optimization. This allows teams to address issues proactively, ensuring continuous and efficient operation of software systems.<\/p>\n\n\n\n<p><strong>Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list custom-bullet\">\n<li><strong>Machine Learning Insights:<\/strong>\u00a0Analyzes telemetry data to predict performance issues.<\/li>\n\n\n\n<li><strong>Resource Utilization Forecasting:<\/strong>\u00a0Predicts future resource needs and potential bottlenecks.<\/li>\n\n\n\n<li><strong>Performance Degradation Detection:<\/strong>\u00a0Identifies trends that may lead to system failures.<\/li>\n<\/ul>\n\n\n\n<p><strong>Benefits:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list custom-bullet\">\n<li>Prevents performance degradation through early detection.<\/li>\n\n\n\n<li>Optimizes resource usage for better efficiency.<\/li>\n\n\n\n<li>Enables proactive maintenance, reducing the risk of system outages.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" controls src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2024\/11\/new_relic_ai_assistant-1.mp4\"><\/video><figcaption class=\"wp-element-caption\"><br>(source: https:\/\/newrelic.com\/platform\/new-relic-ai<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Summary<\/h2>\n\n\n\n<p>AI-powered tools like Dynatrace and New Relic are revolutionizing predictive maintenance in software systems by leveraging advanced analytics and machine learning. Dynatrace excels in anomaly detection and root cause analysis, while New Relic offers comprehensive insights into performance and resource utilization. By integrating these tools into their maintenance strategies, organizations can ensure higher reliability, reduced downtime, and more efficient operation of their software systems.<\/p>\n<\/div>\n<\/div>\n\n\n\n<section id=\"block_475b185ae062600d4895ded3e4fb368c\" class=\"acf-blocks post-meta container mx-auto \">\n    <div class=\"max-w-fit mx-auto p-4 relative after:content-[''] after:absolute after:top-0 after:left-0 after:w-full after:h-[2px] lg:after:w-[2px] lg:after:h-[100%] after:bg-dark after:rounded-full\">\n        <h3 class=\"text-4xl font-semibold text-center md:text-left\">About the Author<\/h3>\n        <div class=\"md:flex items-start lg:items-center md:justify-start flex-wrap\">\n                        <div>\n                <h4 class=\"text-2xl mb-2 font-semibold text-center md:text-left\">Krzysztof Lewczuk<\/h4>\n\n                \n                                \n            <\/div>            \n        <\/div>\n        <div class=\"flex flex-wrap items-center justify-center md:justify-start font-visby text-sm w-full md:space-x-4 mt-6\">\n            <span class=\"block md:inline-block rounded-full px-5 py-3 bg-primary-lightest text-primary\">Date: <strong>15\/11\/24<\/strong><\/span>\n            <span class=\"block md:inline-block rounded-full px-5 py-3 bg-primary-lightest text-primary mt-4 md:mt-0\">Category: <strong>Tech Insights<\/strong><\/span>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n<section id=\"block_c53389e56f107791ba3a457f2a1777bc\" class=\"acf-blocks insights-posts-grid container mx-auto flex flex-wrap items-start \">\n    <div class=\"grid grid-cols-1 md:grid-cols-2 gap-6 lg:w-3\/4 pr-6\">\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/06\/03\/digiterre-opens-in-dusseldorf-strengthening-our-presence-in-germanys-energy-market\/\" class=\"contents\" title=\"Digiterre Opens in D\u00fcsseldorf: Strengthening Our Presence in Germany\u2019s Energy Market\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Website-article-posts-for-new-website-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/06\/03\/digiterre-opens-in-dusseldorf-strengthening-our-presence-in-germanys-energy-market\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Digiterre Opens in D\u00fcsseldorf: Strengthening Our Presence in Germany\u2019s Energy Market<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>03\/06\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Laurence Pisani<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/21\/modernizing-c-in-tier-1-banks-balancing-performance-and-progress\/\" class=\"contents\" title=\"Modernizing C++ in Tier 1 Banks: Balancing Performance and Progress\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-3-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/21\/modernizing-c-in-tier-1-banks-balancing-performance-and-progress\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Modernizing C++ in Tier 1 Banks: Balancing Performance and Progress<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>21\/05\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Digiterre<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/07\/legacy-threat-cybersecurity-lessons-from-retail-attacks\/\" class=\"contents\" title=\"Legacy Threat: Cybersecurity Lessons from Retail Attacks\u00a0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-4-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/05\/07\/legacy-threat-cybersecurity-lessons-from-retail-attacks\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Legacy Threat: Cybersecurity Lessons from Retail Attacks\u00a0<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>07\/05\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Digiterre<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n                        <article class=\"flex items-start\">\n                    <a href=\"https:\/\/www.digiterre.com\/us\/2025\/04\/30\/data-under-pressure-rethinking-data-management-in-a-volatile-tariff-driven-market\/\" class=\"contents\" title=\"Data Under Pressure: Rethinking Data Management in a Volatile, Tariff-Driven Market\u00a0\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-150x150.jpg\" class=\"rounded-digiterre w-24 h-24 lg:w-36 lg:h-36 md:mr-4 shadow-digiterre shadow-dark\/[.15] hover:scale-105 transition-all duration-300 wp-post-image\" alt=\"\" srcset=\"https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-150x150.jpg 150w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-300x300.jpg 300w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-1024x1024.jpg 1024w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-768x768.jpg 768w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-1536x1536.jpg 1536w, https:\/\/www.digiterre.com\/us\/wp-content\/uploads\/sites\/2\/2025\/06\/Tech-blog-1-2-2048x2048.jpg 2048w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a>\n\n                    <div class=\"flex flex-wrap flex-col justify-between h-full pl-4 md:pl-0\">\n                        <a href=\"https:\/\/www.digiterre.com\/us\/2025\/04\/30\/data-under-pressure-rethinking-data-management-in-a-volatile-tariff-driven-market\/\">\n                            <h4 class=\"text-base lg:text-xl mb-4 font-semibold md:mb-2 hover:text-primary-dark transition-all duration-300\">Data Under Pressure: Rethinking Data Management in a Volatile, Tariff-Driven Market\u00a0<\/h4>\n                        <\/a>\n                        <div class=\"font-visby text-sm\">\n                            <p class=\"mb-1 text-sm md:text-base\">Date: <strong>30\/04\/25<\/strong><\/p>\n                            <p class=\"mb-0 text-sm md:text-base\">By: <strong>Laurence Pisani<\/strong><\/p>\n                        <\/div>\n                    <\/div>\n                <\/article>\n\n        \n    <\/div>\n    <div class=\"w-full lg:w-1\/4 lg:pl-4 py-6 mt-8 lg:mt-0 relative after:content-[''] after:absolute after:top-0 after:left-0 after:w-full after:h-[2px] lg:after:w-[2px] lg:after:h-[100%] after:bg-dark after:rounded-full\">\n        <h3 class=\"text-4xl font-semibold mb-2\">Follow Us<\/h3>\n        <p class=\"text-digi-grey font-semibold\">Get the latest news and stay up to date<\/p>\n        <ul class=\"font-visby\">\n                            <li class=\"py-4 lg:pl-4 group relative after:content-[''] after:absolute after:bottom-0 after:left-0 after:w-full after:h-[2px] after:bg-light after:rounded-full\" title=\"Twitter\">\n                    <a 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This article explores how Dynatrace and New Relic are leveraging AI to enhance predictive maintenance in software systems.<\/p>\n","protected":false},"author":25,"featured_media":3628,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-3630","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-insights"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predictive Maintenance in Software Systems Using AI - Digiterre USA<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.digiterre.com\/us\/2024\/11\/15\/predictive-maintenance-in-software-systems-using-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive Maintenance in Software Systems Using AI - Digiterre USA\" \/>\n<meta property=\"og:description\" content=\"AI-driven predictive maintenance is transforming software system reliability by proactively identifying potential issues. 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