{"id":9097,"date":"2024-10-09T06:22:36","date_gmt":"2024-10-09T06:22:36","guid":{"rendered":"https:\/\/www.quinnox.com\/?p=9097"},"modified":"2024-10-17T11:12:08","modified_gmt":"2024-10-17T11:12:08","slug":"the-ultimate-guide-to-retrieval-augmented-generation","status":"publish","type":"post","link":"https:\/\/www.quinnox.com\/blogs\/the-ultimate-guide-to-retrieval-augmented-generation\/","title":{"rendered":"Beyond the Buzz: Here&#8217;s All You Need to Know About Retrieval-Augmented Generation (RAG)\u00a0\u00a0\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9097\" class=\"elementor elementor-9097\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e9538ad elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e9538ad\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b6604f\" data-id=\"7b6604f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t \r\n\t\t<div class=\"elementor-element elementor-element-b41529f elementor-widget elementor-widget-Resource_Detail_Banner\" data-id=\"b41529f\" data-element_type=\"widget\" data-widget_type=\"Resource_Detail_Banner.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"resource-detail-banner common-banner\" style=\"background-image: url(https:\/\/www.quinnox.com\/wp-content\/uploads\/2022\/09\/Group-25369-1.png);\">\n            <div class=\"container p-0 h-100\">\n                <div class=\"row align-items-center h-100\">\n                    <div class=\"col-md-7 align-self-center\">\n\t\t\t\t\t<div class=\"breadcrumbs\" typeof=\"BreadcrumbList\" vocab=\"https:\/\/schema.org\/\">\n\n\t\t\t\t\t\t<!-- Breadcrumb NavXT 7.3.1 -->\n<span property=\"itemListElement\" typeof=\"ListItem\"><a property=\"item\" typeof=\"WebPage\" title=\"Go to Quinnox.\" href=\"https:\/\/www.quinnox.com\" class=\"home\" aria-current=\"page\"><span property=\"name\">Home<\/span><\/a><meta property=\"position\" content=\"1\"><\/span>\n\t\t\t\t\t\t<\/div>\n                        <h1 class=\"main-title\">Beyond the Buzz: Here's All You Need to Know About Retrieval-Augmented Generation (RAG)<\/h1>\n                        <p class=\"author\"><\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                    <\/div>\n                    <div class=\"col-md-5 align-self-center\">\n\t\t\t\t\t\t <img decoding=\"async\" class=\"lazyimagenew\" alt=\"ESG Trends\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/LPB.webp\"\/>\n                    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elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-section-height-default elementor-section-height-default\" data-id=\"3229461\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94eceeb\" data-id=\"94eceeb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e0142c8 ha-has-bg-overlay elementor-widget elementor-widget-card-repeater\" data-id=\"e0142c8\" data-element_type=\"widget\" data-widget_type=\"card-repeater.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\n<section class=\"card-repeat-section card-repeater section\">\n    <div class=\"container-fluid\">\n\t\t\n\t\t\t\n        <p class=\"text-center\"><\/p>\n        <div class=\"row\">\n            <div class=\"col-lg-11 mx-auto\">\n                <div class=\"row card-wrapper\">\n                                        <div class=\"col-md-6 col-xl-4 mx-auto\">\n                        <div class=\"card\">\n                            <span><\/span>\n                            <h6 class=\"card-title\">Accelerate IT operations with AI-driven Automation  <\/h6>\n                            <p class=\"card-desc\"><p><span class=\"NormalTextRun SCXW52965371 BCX8\">Aut<\/span><span class=\"NormalTextRun SCXW52965371 BCX8\">omation in IT operations enable<\/span><span class=\"NormalTextRun SCXW52965371 BCX8\"> agility, resilience, and operational excellence, paving the way for organizations to adapt swiftly to changing environments, deliver superior services, and achieve sustainable success in today's dynamic digital landscape.<\/span><\/p><\/p>\n                            <ul>\n\t\t\t\t\t\t\t\t\n                                                                                                                        \n                                                        <a class=\"blue-arrow\"\n                                href=\"https:\/\/www.quinnox.com\/qinfinite\/accelerate-it-operations-with-ai-driven-automation\/\">Read More<\/a>\n                                                    <\/div>\n                    <\/div>\n                                        <div class=\"col-md-6 col-xl-4 mx-auto\">\n                        <div class=\"card\">\n                            <span><\/span>\n                            <h6 class=\"card-title\">Driving Innovation with Next-gen Application Management<\/h6>\n                            <p class=\"card-desc\"><p><span class=\"NormalTextRun SCXW21784926 BCX8\">Next-generation application management <\/span><span class=\"NormalTextRun SCXW21784926 BCX8\">fueled<\/span><span class=\"NormalTextRun SCXW21784926 BCX8\"> by AIOps is revolutionizing how organizations <\/span><span class=\"NormalTextRun SCXW21784926 BCX8\">monitor<\/span><span class=\"NormalTextRun SCXW21784926 BCX8\"> performance, modernize applications, and manage the entire application lifecycle.<\/span><\/p><\/p>\n                            <ul>\n\t\t\t\t\t\t\t\t\n                                                                                                                        \n                                                        <a class=\"blue-arrow\"\n                                href=\"https:\/\/www.quinnox.com\/qinfinite\/driving-innovation-with-next-gen-application-management\/\">Read More<\/a>\n                                                    <\/div>\n                    <\/div>\n                                        <div class=\"col-md-6 col-xl-4 mx-auto\">\n                        <div class=\"card\">\n                            <span><\/span>\n                            <h6 class=\"card-title\">AI-powered Analytics: Transforming Data into Actionable Insights\u00a0<\/h6>\n                            <p class=\"card-desc\"><p><span data-contrast=\"auto\">AIOps and analytics foster a culture of continuous improvement by providing organizations with actionable intelligence to optimize workflows, enhance service quality, and align IT operations with business goals. <\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><\/p>\n                            <ul>\n\t\t\t\t\t\t\t\t\n                                                                                                                        \n                                                        <a class=\"blue-arrow\"\n                                href=\"\">Read More<\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-136e92a elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"136e92a\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-981646e\" data-id=\"981646e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8009b39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8009b39\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-30927cd\" data-id=\"30927cd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7c318d4\" data-id=\"7c318d4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-123d897 elementor-widget elementor-widget-single_share\" data-id=\"123d897\" data-element_type=\"widget\" data-widget_type=\"single_share.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\r\n<section class=\"single-share\" id=\"share\">\r\n\t<div class=\"container\">\r\n\t\t<div class=\"single-events-detail\">\r\n\t\t\t<div class=\"row\">\r\n\t\t\t\t<div class=\"col-lg-12 col-md-4 align-self-center\">\r\n\t\t\t\t                <\/div>\r\n                <div class=\"col-lg-12 col-md-8 align-self-center justify-content-end\">\r\n\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\r\n                        <ul>\r\n                            <li><a class=\"fb\" target=\"_blank\" href=\"http:\/\/www.facebook.com\/sharer.php?u=https:\/\/www.quinnox.com\/blogs\/the-ultimate-guide-to-retrieval-augmented-generation\/&amp;t=Beyond the Buzz: Here&#8217;s All You Need to Know About Retrieval-Augmented Generation (RAG)\u00a0\u00a0\u00a0\"><\/a><\/li>\r\n                            <li><a class=\"tw\" target=\"_blank\" href=\"\/\/twitter.com\/share?url=https:\/\/www.quinnox.com\/blogs\/the-ultimate-guide-to-retrieval-augmented-generation\/\"><\/a><\/li>\r\n                            <li><a class=\"ln\" target=\"_blank\" href=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&amp;title=Beyond the Buzz: Here&#8217;s All You Need to Know About Retrieval-Augmented Generation (RAG)\u00a0\u00a0\u00a0&amp;url=https:\/\/www.quinnox.com\/blogs\/the-ultimate-guide-to-retrieval-augmented-generation\/\"><\/a><\/li>\r\n                        <\/ul>\r\n           \r\n                <\/div>\r\n            <\/div>  \r\n\t\t<\/div>\r\n\t<\/div>\r\n<\/section> \r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-d35e93f elementor-widget elementor-widget-text-editor\" data-id=\"d35e93f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">From constructing intricate narratives to nurturing sophisticated customer interactions, Generative AI is no longer a futuristic concept\u2014it&#8217;s a present-day powerhouse driving innovation across industries. Amidst this surge in interest, one acronym that has emerged as the epicentre of excitement and investment in the Gen AI space is RAG, short for <\/span><b><i><span data-contrast=\"auto\">Retrieval-Augmented Generation<\/span><\/i><\/b><b><span data-contrast=\"auto\">.<\/span><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">What all this buzz about? According to recent reports, <\/span><b><i><span data-contrast=\"auto\">the Generative AI market is set to reach a staggering $60 billion by 2025<\/span><\/i><\/b><i><span data-contrast=\"auto\">, with RAG technologies leading the charge<\/span><\/i><span data-contrast=\"auto\">. Companies are increasingly <\/span><span data-contrast=\"auto\">funneling<\/span><span data-contrast=\"auto\"> resources into RAG, recognizing its potential to revolutionize how they interact with data and customers<\/span><i><span data-contrast=\"auto\">. In fact, <\/span><\/i><b><i><span data-contrast=\"auto\">businesses employing RAG-driven solutions have reported up to a 40% improvement in data retrieval accuracy and a 35% enhancement in customer engagement\u2014transformations that are hard to ignore.<\/span><\/i><\/b><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">So, what exactly is RAG, and why is it becoming the hottest topic in the AI arena?\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">RAG is an AI technique that allows organizations to automatically embed their most current and relevant proprietary data directly into their Large Language Model (LLM) prompts. Unlike basic models that rely only on pre-trained data, <\/span><a href=\"https:\/\/www.quinnox.com\/qinfinite\/qinfinite-futureops-powered-by-ai\/\"><span data-contrast=\"none\">RAG system<\/span><\/a><span data-contrast=\"auto\"> enables real-time access to a company&#8217;s internal data sources to inform its outputs. The ability of RAG to extract and incorporate unstructured data generated from emails, PDFs, social media interactions, and chat logs makes it a useful tool.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">In this blog, we will dive deep into the mechanics of RAG and explore its significant benefits for businesses. Whether you&#8217;re a seasoned AI user or just beginning to explore its potential for your organization, understanding RAG could be the key to staying ahead in today&#8217;s competitive market.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a2bc0a elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"8a2bc0a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.quinnox.com\/testing\/qyrus\/total-economic-impact-of-qyrus\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"281\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-1024x281.webp\" class=\"attachment-large size-large wp-image-9091\" alt=\"\" srcset=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-1024x281.webp 1024w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-300x82.webp 300w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-768x211.webp 768w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-1536x422.webp 1536w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner.webp 1601w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-266a39c elementor-widget elementor-widget-heading\" data-id=\"266a39c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h4>How does Retrieval-Augmented Generation Work? <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-825a116 elementor-widget elementor-widget-text-editor\" data-id=\"825a116\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">At the heart of the RAG, lies a fascinating synergy that blends two critical components: real-time data retrieval and advanced generative algorithms that work together to elevate AI systems&#8217; capabilities and provide more accurate, contextually relevant responses and insights. Here&#8217;s how RAG enhances AI models in a few key steps:<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\"><strong>Retrieval and Pre-processing:<\/strong> RAG systems often rely on search algorithms to generate queries for external or internal datasets, such as knowledge bases, databases, or even web pages. The information extracted is then sent for pre-processing\u2014where it undergoes steps like tokenization, removal of stop words and works on cleaning up the data and making it <\/span><a href=\"https:\/\/www.quinnox.com\/blogs\/7-essential-steps-to-achieve-ai-ready-data\/\"><span data-contrast=\"none\">ai-ready data<\/span><\/a><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\"><strong>Generation:<\/strong> RAG operates by retrieving historical data from a database and strategically putting it into the LLM&#8217;s input query to improve the AI&#8217;s ability to generate accurate, contextually aware outputs.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\"><strong>Vector Databases:<\/strong> RAG systems are useful when using vector databases to store and retrieve data efficiently. These databases can help with faster, more precise extraction of relevant information by storing data to optimize the searching process.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b56b2e2 elementor-widget elementor-widget-heading\" data-id=\"b56b2e2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h4>Here are the benefits of implementing RAG: Precision, Efficiency, and Performance <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-693680c elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"693680c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ol><li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Speed and Efficiency<\/span><\/b><span data-contrast=\"auto\">: Manual regression testing can be a slow, laborious process. Testers must manually run the same test cases for every code change or release, which becomes time-consuming as projects scale. <\/span><a href=\"https:\/\/www.quinnox.com\/software-testing-solutions\/\"><span data-contrast=\"none\">Automated testing<\/span><\/a><span data-contrast=\"auto\"> speeds up this process by allowing tests to run without human intervention, ensuring that testing can keep up with rapid development cycles.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Scalability<\/span><\/b><span data-contrast=\"auto\">: As your codebase grows, the number of regression tests increases. Manually handling hundreds or thousands of test cases becomes unmanageable. Automation enables scaling by handling large test suites more efficiently, providing quick feedback on new code changes.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Consistency<\/span><\/b><span data-contrast=\"auto\">: Automated tests ensure that every test is run in the same way, every time, removing human error from the equation. This guarantees consistency in results and helps teams trust the accuracy of their testing efforts.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><li data-leveltext=\"%1.\" data-font=\"Calibri\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Cost-effectiveness<\/span><\/b><span data-contrast=\"auto\">: While the initial setup for automated regression testing may require time and resources, the long-term savings are significant. According to a report, organizations that leverage automated testing see a 60% reduction in testing costs over time.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f2686a elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"5f2686a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Metrics for Effective Automated Regression Testing <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-086a53a elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"086a53a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\"><span class=\"TextRun SCXW81978615 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW81978615 BCX8\">Once <\/span><span class=\"NormalTextRun SCXW81978615 BCX8\">you\u2019ve<\/span><span class=\"NormalTextRun SCXW81978615 BCX8\"> made the leap to automated regression testing, the next step is to ensure that your tests are truly effective. How do you quantify success? <\/span><span class=\"NormalTextRun SCXW81978615 BCX8\">Let\u2019s<\/span><span class=\"NormalTextRun SCXW81978615 BCX8\"> explore the most important metrics you should track.<\/span><\/span><span class=\"EOP SCXW81978615 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span> <\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1253229 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"1253229\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h4><span class=\"TextRun SCXW29452498 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW29452498 BCX8\"><strong>Take an in-depth look <\/strong><\/span><strong><span class=\"NormalTextRun SCXW29452498 BCX8\">at how Shift<\/span><\/strong><\/span><strong><span class=\"TextRun SCXW29452498 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW29452498 BCX8\"> Left Testing<\/span><span class=\"NormalTextRun SCXW29452498 BCX8\"> can enhance your QA with<\/span> <span class=\"NormalTextRun SCXW29452498 BCX8\">Open Data Core<\/span> <span class=\"NormalTextRun SCXW29452498 BCX8\">(ODC) Meta connector and Qyrus. <\/span><\/span><a class=\"Hyperlink SCXW29452498 BCX8\" href=\"https:\/\/www.quinnox.com\/lens\/whitepaper\/quality-assurance-with-open-data-core-meta-connector-and-qyrus\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW29452498 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW29452498 BCX8\" data-ccp-charstyle=\"Hyperlink\">Read Now<\/span><\/span><\/a><span class=\"EOP SCXW29452498 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/strong><\/h4>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21b83e7 elementor-widget elementor-widget-heading\" data-id=\"21b83e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. Improved Response Accuracy <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcd01ab elementor-widget elementor-widget-text-editor\" data-id=\"dcd01ab\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW131580789 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW131580789 BCX8\">One of the key advantages of RAG is the significant improvement you can <\/span><span class=\"NormalTextRun SCXW131580789 BCX8\">witness<\/span><span class=\"NormalTextRun SCXW131580789 BCX8\"> in response accuracy. With real-time, enterprise-specific data integrated into the LLM prompts, RAG systems reduce errors and fake outputs that sometimes affect AI-generated outputs. With time, RAG systems <\/span><span class=\"NormalTextRun SCXW131580789 BCX8\">will reduce the number of incorrect answers compared to traditional AI models, helping businesses with <\/span><span class=\"NormalTextRun SCXW131580789 BCX8\">accurate<\/span><span class=\"NormalTextRun SCXW131580789 BCX8\"> insights and solutions.<\/span><\/span><span class=\"EOP SCXW131580789 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a0c28e3 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"a0c28e3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.quinnox.com\/testing\/qyrus\/total-economic-impact-of-qyrus\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"354\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2-1024x354.webp\" class=\"attachment-large size-large wp-image-9093\" alt=\"\" srcset=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2-1024x354.webp 1024w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2-300x104.webp 300w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2-768x266.webp 768w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2-1536x532.webp 1536w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inside-Banner-2.webp 1601w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6576b52 elementor-widget elementor-widget-heading\" data-id=\"6576b52\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. Cost and Resource Efficiency <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97de813 elementor-widget elementor-widget-text-editor\" data-id=\"97de813\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW149392876 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW149392876 BCX8\">Training and structuring large AI models with historical data can always be expensive and <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW149392876 BCX8\">resource-intensive<\/span><span class=\"NormalTextRun SCXW149392876 BCX8\">. RAG systems can easily reduce costs by using pre-trained models and putting them across with relevant data as needed, reducing the overall computational requirements.\u00a0<\/span><\/span><span class=\"EOP SCXW149392876 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-602eaf5 elementor-widget elementor-widget-heading\" data-id=\"602eaf5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3. Versatility across Industries <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa21a50 elementor-widget elementor-widget-text-editor\" data-id=\"aa21a50\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">RAG&#8217;s ability to pull and integrate diverse types of data makes it applicable across various sectors. All you need to do is upload the latest documents or policies, and the model retrieves the information in open-book mode to answer the question. With LLM-powered chatbots, RAG dramatically reduces the need to feed and retrain the model on fresh examples.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Be it finance, healthcare, retail, or customer service, businesses operating in any industry can leverage RAG to enhance domain-specific applications, from regulatory compliance in financial services to improved support in customer service.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a756662 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"a756662\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"612\" src=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4-1024x612.png\" class=\"attachment-large size-large wp-image-9041\" alt=\"\" srcset=\"https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4-1024x612.png 1024w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4-300x179.png 300w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4-768x459.png 768w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4-1536x918.png 1536w, https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/10\/Inner-Page@2x-4.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6cafeb6 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"6cafeb6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p aria-level=\"3\"><b><span data-contrast=\"auto\">Tailor KPIs to Your Use Case:<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:281,&quot;335559739&quot;:281,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">For example, a financial services app might prioritize<\/span><span data-contrast=\"auto\"> low response times for transaction processing, while an e-commerce platform might focus on throughput <\/span><span data-contrast=\"auto\">during high traffic sales events. Customize your performance KPIs based on your specific application and business needs.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Qyrus, for instance, offers real-time tracking of these KPIs, enabling teams to monitor them during test execution and view historical performance trends. This continuous feedback loop allows Agile teams to tweak their systems to ensure they meet business goals.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dda2b8 elementor-widget elementor-widget-heading\" data-id=\"7dda2b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4. Enhanced Data Security and Compliance <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0862831 elementor-widget elementor-widget-text-editor\" data-id=\"0862831\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.quinnox.com\/blog\/gpt-4o-pioneering-the-future-of-multimodal-ai-excellence\/\"><span data-contrast=\"none\">RAG-as-a-Service<\/span><\/a><span data-contrast=\"auto\"> can help companies navigate complex regulatory environments in the financial services industry by leveraging real-time data from financial reports and market analyses. Furthermore, by integrating product manuals, customer logs, and FAQs, RAG systems can handle queries more efficiently, helping financial institutions provide personalized investment strategies while staying compliant with regulations.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Further, by allowing businesses to manage and incorporate their proprietary data directly, RAG helps ensure that sensitive information remains protected and within organizational control.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b40108f elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile ha-has-bg-overlay elementor-widget elementor-widget-heading\" data-id=\"b40108f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Did you know? According to a report by Forrester, companies using cloud-based testing environments have reduced their testing costs by up to 45% while improving test coverage by 30%. <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9346586 elementor-widget elementor-widget-heading\" data-id=\"9346586\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5. Scalability and Flexibility <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f975c6e elementor-widget elementor-widget-text-editor\" data-id=\"f975c6e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span class=\"TextRun SCXW74571096 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW74571096 BCX8\">RAG is entirely scalable and flexible, making it ideal for future-proofing enterprise AI strategies. As companies continue to collect more data, RAG systems can easily add new datasets without requiring extensive retraining, ensuring that AI <\/span><span class=\"NormalTextRun SCXW74571096 BCX8\">remains<\/span><span class=\"NormalTextRun SCXW74571096 BCX8\"> relevant and effective over time.\u00a0<\/span><\/span><span class=\"EOP SCXW74571096 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e35e8c elementor-widget elementor-widget-heading\" data-id=\"9e35e8c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h4>Final Thoughts  <\/h4><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ba48a5 elementor-widget elementor-widget-text-editor\" data-id=\"3ba48a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span data-contrast=\"auto\">In a world where staying competitive means embracing innovation, RAG stands as a beacon of potential, urging businesses to incorporate this transformative AI approach into their strategies.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">As you navigate the evolving digital market, consider how RAG can serve as the cornerstone of your AI endeavor, pushing your organization towards new heights of efficiency and success.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-655f02b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"655f02b\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-882d3ad\" data-id=\"882d3ad\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1eff3e9 elementor-widget elementor-widget-insights_section\" data-id=\"1eff3e9\" data-element_type=\"widget\" data-widget_type=\"insights_section.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"insights section\" id=\"insights\"> \n\n\t\t<div class=\"container-fluid\">\n\n\t\t\t<div class=\"row\">\n\n\t\t\t\t<div class=\"col-md-11 mx-auto\">\n\n\t\t\t\t\t<div class=\"row\">\n\n\t\t\t\t\t\t<div class=\"col-md-12 title-wrap\">\n\t\t\t\t\t\t\t<h4>Related Blogs<\/h4>\n\t\t\t\t\t\t\t<p>Want to know more about CX? Read interesting blogs below!<\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"row h-blog\">\n\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tBlogs \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/03\/Click-Banner-1.webp')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>Legacy Modernization<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>The Foundation for Innovation: Why Legacy Modernization is Essential for a Successful AI Strategy\u00a0<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>In today's competitive landscape, organizations are constantly seeking innovative ways to gain a competitive edge. Artificial intelligence (AI) has emerged as a powerful tool for optimization, automation, data-driven decision making and productivity<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/blog\/why-legacy-modernization-is-essential-for-a-successful-ai-strategy\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tWebinar \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2024\/02\/MicrosoftTeams-image-1-2.png')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>Webinar<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>Unlocking Legacy Potential: How Intelligent Twin Power Modernization<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>Watch on-demand webinar to get insights & strategies from Forrester analyst on how to navigate complexities of modernization<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/webinar\/unlocking-legacy-potential-how-intelligent-twin-power-modernization\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \n\t\t\t\t\t\t\t\t\t<div class=\"col-lg-4 col-md-6\">\n\n\t\t\t\t\t\t\t\t\t\t<div class=\"single-blo\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"content1\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tSolution Article \n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img-parent\">\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"feature-img\" style=\"background-image:url('https:\/\/www.quinnox.com\/wp-content\/uploads\/2023\/08\/Click-Banner.webp')\"><\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"content\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span>AMS<\/span>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<h4>Quinnox&#8217;s Next-Generation AMS Platform<\/h4>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<p>Application Managed Services (AMS) has been a competitive environment for service providers. With most competing with a cost advantage, providers have been innovative in the benefits that are delivered to their clients.<\/p> \n\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"blue-btn\" href=\"https:\/\/www.quinnox.com\/lens\/isg-quinnox-next-generation-ams-platform-qinfinite\/\">Read more<\/a>    \n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div> \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n                                    \t\t\t\t\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n\n\t\t<\/div>\n\n\t<\/section>\n\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ad85d34 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7ad85d34\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-40f838f7\" data-id=\"40f838f7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-674501d2 elementor-widget elementor-widget-home_contact_form\" data-id=\"674501d2\" data-element_type=\"widget\" data-widget_type=\"home_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t       \n\t\t\t<div>\n<section class=\"hcontact-form section\" id=\"lets-talk\" style=\"background-image:url(https:\/\/www.quinnox.com\/wp-content\/uploads\/2022\/07\/Mask-Group-296.png)\"> <!-- \t\tid=\"letstalk\" -->\n            <div class=\"container\">\n                <div class=\"row\">\n                    <div class=\"col-lg-8 ms-auto p-0 contact-wrap\">\n\t\t\t\t\t\t <div class=\"home-form\">\n\t\t\t\t\t\t<h5>Contact Us<\/h5>\n\t\t\t\t\t\t<p>Get in touch with Quinnox Inc to understand how we can accelerate success for you.<\/p>\n\t\t\t\t\t\t\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f153-o3\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"153\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/wp-json\/wp\/v2\/posts\/9097#wpcf7-f153-o3\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"153\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f153-o3\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" 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