{"id":93,"date":"2024-12-09T11:41:37","date_gmt":"2024-12-09T11:41:37","guid":{"rendered":"https:\/\/nexivis.ai\/?p=93"},"modified":"2025-01-18T19:12:25","modified_gmt":"2025-01-18T19:12:25","slug":"retrieval-augmented-generation-rag","status":"publish","type":"post","link":"https:\/\/nexivis.ai\/en\/blog\/wiki\/retrieval-augmented-generation-rag\/","title":{"rendered":"Retrieval Augmented Generation (RAG)"},"content":{"rendered":"<p>Retrieval Augmented Generation is a technique that combines generative AI models with external information sources. RAG systems can retrieve relevant information from a knowledge base and incorporate it into the generation of answers or content. This improves the accuracy and relevance of AI output, especially for tasks that require up-to-date or specialized knowledge.<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Retrieval Augmented Generation is a technique that combines generative AI models with external information sources. RAG systems can retrieve relevant information from a knowledge base and incorporate it into the generation of answers or content. This improves the accuracy and relevance of AI output, especially for tasks that require up-to-date or specialized knowledge.<\/p>","protected":false},"author":1,"featured_media":82,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-93","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wiki"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.4 (Yoast SEO v26.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Retrieval Augmented Generation (RAG) - Nexivis<\/title>\n<meta name=\"description\" content=\"Retrieval Augmented Generation ist eine Technik, die generative KI-Modelle mit externen Informationsquellen kombiniert.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nexivis.ai\/en\/blog\/wiki\/retrieval-augmented-generation-rag\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Retrieval Augmented Generation (RAG)\" \/>\n<meta property=\"og:description\" content=\"Retrieval Augmented Generation ist eine Technik, die generative KI-Modelle mit externen Informationsquellen kombiniert.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nexivis.ai\/en\/blog\/wiki\/retrieval-augmented-generation-rag\/\" \/>\n<meta property=\"og:site_name\" content=\"Nexivis\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-09T11:41:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-18T19:12:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"682\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/person\/f5d88018a19e0cbf6cc207f41dec658d\"},\"headline\":\"Retrieval Augmented Generation (RAG)\",\"datePublished\":\"2024-12-09T11:41:37+00:00\",\"dateModified\":\"2025-01-18T19:12:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/\"},\"wordCount\":53,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/nexivis.ai\/#organization\"},\"image\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\",\"articleSection\":[\"Wiki\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/\",\"url\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/\",\"name\":\"Retrieval Augmented Generation (RAG) - Nexivis\",\"isPartOf\":{\"@id\":\"https:\/\/nexivis.ai\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\",\"datePublished\":\"2024-12-09T11:41:37+00:00\",\"dateModified\":\"2025-01-18T19:12:25+00:00\",\"description\":\"Retrieval Augmented Generation ist eine Technik, die generative KI-Modelle mit externen Informationsquellen kombiniert.\",\"breadcrumb\":{\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage\",\"url\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\",\"contentUrl\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg\",\"width\":1024,\"height\":682},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\/\/nexivis.ai\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Retrieval Augmented Generation (RAG)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/nexivis.ai\/#website\",\"url\":\"https:\/\/nexivis.ai\/\",\"name\":\"Nexivis\",\"description\":\"Eine andere WordPress-Site.\",\"publisher\":{\"@id\":\"https:\/\/nexivis.ai\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/nexivis.ai\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/nexivis.ai\/#organization\",\"name\":\"Nexivis\",\"url\":\"https:\/\/nexivis.ai\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/10\/logo-nexivis.webp\",\"contentUrl\":\"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/10\/logo-nexivis.webp\",\"width\":512,\"height\":512,\"caption\":\"Nexivis\"},\"image\":{\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/person\/f5d88018a19e0cbf6cc207f41dec658d\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nexivis.ai\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/e13984381cd5672f9496bbd6db875bf3?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/e13984381cd5672f9496bbd6db875bf3?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/nexivis.ai\"],\"url\":\"https:\/\/nexivis.ai\/en\/blog\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Retrieval Augmented Generation (RAG) - Nexivis","description":"Retrieval Augmented Generation is a technique that combines generative AI models with external information sources.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/nexivis.ai\/en\/blog\/wiki\/retrieval-augmented-generation-rag\/","og_locale":"en_US","og_type":"article","og_title":"Retrieval Augmented Generation (RAG)","og_description":"Retrieval Augmented Generation ist eine Technik, die generative KI-Modelle mit externen Informationsquellen kombiniert.","og_url":"https:\/\/nexivis.ai\/en\/blog\/wiki\/retrieval-augmented-generation-rag\/","og_site_name":"Nexivis","article_published_time":"2024-12-09T11:41:37+00:00","article_modified_time":"2025-01-18T19:12:25+00:00","og_image":[{"width":1024,"height":682,"url":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#article","isPartOf":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/"},"author":{"name":"admin","@id":"https:\/\/nexivis.ai\/#\/schema\/person\/f5d88018a19e0cbf6cc207f41dec658d"},"headline":"Retrieval Augmented Generation (RAG)","datePublished":"2024-12-09T11:41:37+00:00","dateModified":"2025-01-18T19:12:25+00:00","mainEntityOfPage":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/"},"wordCount":53,"commentCount":0,"publisher":{"@id":"https:\/\/nexivis.ai\/#organization"},"image":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage"},"thumbnailUrl":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg","articleSection":["Wiki"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/","url":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/","name":"Retrieval Augmented Generation (RAG) - Nexivis","isPartOf":{"@id":"https:\/\/nexivis.ai\/#website"},"primaryImageOfPage":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage"},"image":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage"},"thumbnailUrl":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg","datePublished":"2024-12-09T11:41:37+00:00","dateModified":"2025-01-18T19:12:25+00:00","description":"Retrieval Augmented Generation is a technique that combines generative AI models with external information sources.","breadcrumb":{"@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#primaryimage","url":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg","contentUrl":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/12\/vektor-halbton-abstrakt-C3BCbergang-gepunktete-rundschreiben.jpg_s1024x1024wisk20cGQe9dO2uWCNmVxwSedfflDI8eOW7sxoAhjEMwcOa18Y.jpg","width":1024,"height":682},{"@type":"BreadcrumbList","@id":"https:\/\/nexivis.ai\/blog\/wiki\/retrieval-augmented-generation-rag\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/nexivis.ai\/"},{"@type":"ListItem","position":2,"name":"Retrieval Augmented Generation (RAG)"}]},{"@type":"WebSite","@id":"https:\/\/nexivis.ai\/#website","url":"https:\/\/nexivis.ai\/","name":"Nexivis","description":"Another WordPress site.","publisher":{"@id":"https:\/\/nexivis.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/nexivis.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/nexivis.ai\/#organization","name":"Nexivis","url":"https:\/\/nexivis.ai\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/nexivis.ai\/#\/schema\/logo\/image\/","url":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/10\/logo-nexivis.webp","contentUrl":"https:\/\/nexivis.ai\/wp-content\/uploads\/2024\/10\/logo-nexivis.webp","width":512,"height":512,"caption":"Nexivis"},"image":{"@id":"https:\/\/nexivis.ai\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/nexivis.ai\/#\/schema\/person\/f5d88018a19e0cbf6cc207f41dec658d","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/nexivis.ai\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/e13984381cd5672f9496bbd6db875bf3?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e13984381cd5672f9496bbd6db875bf3?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/nexivis.ai"],"url":"https:\/\/nexivis.ai\/en\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/posts\/93","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/comments?post=93"}],"version-history":[{"count":0,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/posts\/93\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/media\/82"}],"wp:attachment":[{"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/media?parent=93"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/categories?post=93"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nexivis.ai\/en\/wp-json\/wp\/v2\/tags?post=93"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}