{"id":45,"date":"2026-09-18T09:00:00","date_gmt":"2026-09-18T09:00:00","guid":{"rendered":"https:\/\/demo.uncoderbuilder.com\/lumivane\/rag-search-or-fine-tuning\/"},"modified":"2026-09-18T09:00:00","modified_gmt":"2026-09-18T09:00:00","slug":"rag-search-or-fine-tuning","status":"publish","type":"post","link":"https:\/\/demo.uncoderbuilder.com\/lumivane\/rag-search-or-fine-tuning\/","title":{"rendered":"RAG, Search, or Fine-Tuning?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Teams often ask which approach is right for connecting AI to company knowledge. The answer depends on how often information changes, how answers must be verified, and who needs access.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Search<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Well-structured search helps people find the right source quickly and remains the foundation of most knowledge systems.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Retrieval-augmented generation (RAG)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG retrieves approved source material and uses it to draft responses, making it easier to review where an answer came from.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Fine-tuning<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Fine-tuning adapts a model\u2019s behavior or style. It is rarely the first step for keeping answers current with changing documents.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Understand the different approaches to making AI work with your organization\u2019s knowledge.<\/p>\n","protected":false},"author":1,"featured_media":25,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-45","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge-systems"],"_links":{"self":[{"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/posts\/45","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/comments?post=45"}],"version-history":[{"count":0,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/posts\/45\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/media\/25"}],"wp:attachment":[{"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/media?parent=45"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/categories?post=45"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/demo.uncoderbuilder.com\/lumivane\/wp-json\/wp\/v2\/tags?post=45"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}