{"id":3661,"date":"2025-08-22T12:43:39","date_gmt":"2025-08-22T12:43:39","guid":{"rendered":"http:\/\/www.aarorn.com\/my\/en\/?page_id=3661"},"modified":"2025-09-03T07:27:19","modified_gmt":"2025-09-03T07:27:19","slug":"retrieval-augemented-generation-rag","status":"publish","type":"page","link":"http:\/\/www.aarorn.com\/my\/en\/retrieval-augemented-generation-rag\/","title":{"rendered":"Retrieval Augemented Generation (RAG)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3661\" class=\"elementor elementor-3661\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1883f6ad elementor-section-content-middle elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1883f6ad\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1497444\" data-id=\"1497444\" 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-2a9d7823 aux-appear-watch-animation aux-fade-in-up elementor-widget elementor-widget-aux_modern_heading\" data-id=\"2a9d7823\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h1 class=\"aux-modern-heading-primary\">GEN-AI<\/h1><h3 class=\"aux-modern-heading-secondary\"><span class=\"aux-head-highlight\">Retrieval Augemented Generation<\/span><\/h3><div class=\"aux-modern-heading-divider\"><\/div><div class=\"aux-modern-heading-description\"><p>RAG (Retrieval-Augmented Generation) is an AI approach that makes chatbots and assistants smarter. Instead of only relying on what the AI was trained on, RAG first <strong data-start=\"359\" data-end=\"481\">retrieves the most relevant information from trusted sources (like your company documents, knowledge base, or website)<\/strong> and then uses that information to <strong data-start=\"516\" data-end=\"560\">generate accurate, context-aware answers<\/strong>.<\/p><\/div><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-604e2256 elementor-widget elementor-widget-aux_modern_heading\" data-id=\"604e2256\" data-element_type=\"widget\" data-widget_type=\"aux_modern_heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<section class=\"aux-widget-modern-heading\">\n            <div class=\"aux-widget-inner\"><h2 class=\"aux-modern-heading-primary\">AaroRn RAG-Powered Agents<\/h2><\/div>\n        <\/section>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-144a8658 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"144a8658\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wide\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b5b17e0 aux-appear-watch-animation aux-fade-in-up\" data-id=\"b5b17e0\" 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-35094c97 elementor-widget elementor-widget-text-editor\" data-id=\"35094c97\" 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>Designed with Malaysian businesses in mind, our RAG-powered AI Agents deliver accurate, context-aware answers by pulling directly from your documents, databases, and knowledge sources. From <strong data-start=\"417\" data-end=\"465\">Malay-language content to English and beyond<\/strong>, they transform static information into actionable insights\u2014ensuring responses are always relevant, up-to-date, and aligned with your business. Perfect for customer support, enterprise search, or virtual assistants, they bridge the gap between AI fluency and factual precision, giving your teams and customers information they can trust.<\/p><p>As part of our ongoing innovations, we have successfully delivered a Proof of Concept on Malaysia\u2019s Employment Insurance System Act 800, showcasing how our RAG-powered AI provides precise, context-aware answers from complex regulatory documents.<\/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<div class=\"aux-parallax-section elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-2b200a40 aux-appear-watch-animation aux-fade-in-up\" data-id=\"2b200a40\" 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-449e9d05 elementor-widget elementor-widget-image\" data-id=\"449e9d05\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"300\" src=\"http:\/\/www.aarorn.com\/my\/en\/wp-content\/uploads\/2025\/08\/image-2-300x300.jpg\" class=\"attachment-medium size-medium wp-image-3670\" alt=\"\" srcset=\"http:\/\/www.aarorn.com\/my\/en\/wp-content\/uploads\/2025\/08\/image-2-300x300.jpg 300w, http:\/\/www.aarorn.com\/my\/en\/wp-content\/uploads\/2025\/08\/image-2-150x150.jpg 150w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\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-165a1622 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"165a1622\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5774b2d6\" data-id=\"5774b2d6\" 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-3904f76a elementor-widget elementor-widget-heading\" data-id=\"3904f76a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Try it out below and experience it for yourself.<\/h5>\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-693c228d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"693c228d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"aux-parallax-section elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-32fbfe91\" data-id=\"32fbfe91\" 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-436a2c9b elementor-align-center book-now elementor-widget elementor-widget-button\" data-id=\"436a2c9b\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/agent1.aarorn.com\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Try the Demo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\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>\n\t\t","protected":false},"excerpt":{"rendered":"<p>GEN-AI Retrieval Augemented Generation RAG (Retrieval-Augmented Generation) is an AI approach that makes chatbots and assistants smarter. Instead of only relying on what the AI was trained on, RAG first retrieves the most relevant information from trusted sources (like your company documents, knowledge base, or website) and then uses that information to generate accurate, context-aware [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/pages\/3661"}],"collection":[{"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/comments?post=3661"}],"version-history":[{"count":7,"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/pages\/3661\/revisions"}],"predecessor-version":[{"id":3709,"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/pages\/3661\/revisions\/3709"}],"wp:attachment":[{"href":"http:\/\/www.aarorn.com\/my\/en\/wp-json\/wp\/v2\/media?parent=3661"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}