{"id":27195,"date":"2024-08-05T12:00:00","date_gmt":"2024-08-05T10:00:00","guid":{"rendered":"https:\/\/salvadorvilalta.com\/?p=27195"},"modified":"2024-08-10T17:26:02","modified_gmt":"2024-08-10T15:26:02","slug":"discover-how-rag-is-transforming-ai-in-customer-care","status":"publish","type":"post","link":"https:\/\/salvadorvilalta.com\/en\/discover-how-rag-is-transforming-ai-in-customer-care\/","title":{"rendered":"Discover How RAG Is Transforming AI in Customer Care"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"27195\" class=\"elementor elementor-27195 elementor-27170\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d1d8a3 e-flex e-con-boxed e-con e-parent\" data-id=\"3d1d8a3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51fb11b sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"51fb11b\" data-element_type=\"widget\" data-e-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\t\t<p>Artificial intelligence (AI) has revolutionized the way we interact with technology, and one of its most recent innovations is the Retrieval-Augmented Generation (RAG). RAG is an approach that combines text generation with information retrieval to create more accurate and contextual responses. In this article, we will explore what RAG is, how it works, its security, how it avoids common errors and its practical applications.<span style=\"font-size: 16px; text-align: var(--text-align); background-color: transparent; color: var(--theme-color-text); letter-spacing: 0px;\">.<\/span>.  <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-db96ba0 e-flex e-con-boxed e-con e-parent\" data-id=\"db96ba0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2553379 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"2553379\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">What is Retrieval-Augmented Generation (RAG)?<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f982b71 e-flex e-con-boxed e-con e-parent\" data-id=\"f982b71\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8549a20 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"8549a20\" data-element_type=\"widget\" data-e-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\t\t<p>Retrieval-Augmented Generation is a technique that integrates two fundamental components: text generation (Generation) and information retrieval (Retrieval).<br \/>\nWhile text generation models, such as GPT, are excellent at creating smooth and coherent content, they sometimes lack accurate and up-to-date information.<br \/>\nThis is where information retrieval comes into play.  <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-45b50b8 e-flex e-con-boxed e-con e-parent\" data-id=\"45b50b8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b2cbd22 sc_fly_static elementor-widget elementor-widget-video\" data-id=\"b2cbd22\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/Y08Nn23o_mY?si=51_luBvXAc1tHkjg&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-abff231 e-flex e-con-boxed e-con e-parent\" data-id=\"abff231\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c346991 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"c346991\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">RAG Processes<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f49ba2b e-flex e-con-boxed e-con e-parent\" data-id=\"f49ba2b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ad86c1 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"6ad86c1\" data-element_type=\"widget\" data-e-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\t\t<p>The main RAG processes are: :<\/p>\n<ul>\n<li><span style=\"white-space: normal;\"><b>Text Generation: <\/b>Uses advanced language models (lLLM&#8217;s) to produce coherent and contextual responses.<\/span><\/li>\n<li><span style=\"white-space: normal;\"><b>Information Retrieval:<\/b> Accesses a database or the Internet to search and retrieve relevant and updated information<b>(Augmented<\/b>) to enrich the generated response.<\/span><\/li>\n<\/ul>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-844073f e-flex e-con-boxed e-con e-parent\" data-id=\"844073f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c46c98f sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"c46c98f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Safety and Accuracy in RAG<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6883c8f e-flex e-con-boxed e-con e-parent\" data-id=\"6883c8f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920ebcc sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"920ebcc\" data-element_type=\"widget\" data-e-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\t\t<p>One of the key benefits of RAG is its ability to provide more accurate and up-to-date answers, which increases the security of the information provided.<br \/>\nBy relying on real, verified data, it reduces the possibility of providing incorrect or outdated answers. <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4823660 e-flex e-con-boxed e-con e-parent\" data-id=\"4823660\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf70874 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"cf70874\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Avoiding Hallucinations<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9b4df11 e-flex e-con-boxed e-con e-parent\" data-id=\"9b4df11\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce72768 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"ce72768\" data-element_type=\"widget\" data-e-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\t\t<p>AI models can sometimes generate &#8220;hallucinations,&#8221; i.e., responses that appear coherent but are incorrect or invented.<br \/>\nRAG minimizes this risk by incorporating real, relevant information into the answers generated.<br \/>\nBy having access to reliable sources, the model can validate and support the information it provides, avoiding errors.  <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-25c7881 e-flex e-con-boxed e-con e-parent\" data-id=\"25c7881\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-804435e sc_fly_static elementor-widget elementor-widget-video\" data-id=\"804435e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/cfqtFvWOfg0?si=4moYQEhr5xII5Srp&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a46e3a2 e-flex e-con-boxed e-con e-parent\" data-id=\"a46e3a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa106e9 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"aa106e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Use of Different Language Models (LLMs)<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-505c5fa e-flex e-con-boxed e-con e-parent\" data-id=\"505c5fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a84302 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"1a84302\" data-element_type=\"widget\" data-e-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\t\t<p>An additional advantage of RAG is that it allows the use of different language models (LLMs), without relying on a single technology.<br \/>\nThis means that organizations can choose different models according to their needs, optimizing the performance and accuracy of the generated answers. <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b750cf6 e-flex e-con-boxed e-con e-parent\" data-id=\"b750cf6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ea27dd sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"1ea27dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Portability and Flexibility<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d576677 e-flex e-con-boxed e-con e-parent\" data-id=\"d576677\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59a0bcf sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"59a0bcf\" data-element_type=\"widget\" data-e-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\t\t<p>RAG models are highly portable and flexible.<br \/>\nThey can be implemented on various platforms and systems, allowing their integration into multiple applications and services.<br \/>\nThis portability facilitates their use in different contexts and devices, ensuring that the technology is always available.  <\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e3be7cd e-flex e-con-boxed e-con e-parent\" data-id=\"e3be7cd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ea7947 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"2ea7947\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">How RAG Works: Storage and Retrieval of Information<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8df2894 e-flex e-con-boxed e-con e-parent\" data-id=\"8df2894\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b646356 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"b646356\" data-element_type=\"widget\" data-e-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\t\t<p>To understand how RAG handles information, let&#8217;s think of a modern library.<br \/>\nInstead of physically searching for books, data is stored in the form of vectors, which are mathematical representations of information.<br \/>\nThese vectors allow the system to quickly find relevant data.  <\/p>\n<ol>\n<li><span style=\"white-space: normal;\"><b>Vector Storage:<\/b> The information is converted into vectors and stored in a database.<\/span><\/li>\n<li><span style=\"white-space: normal;\"><b>Efficient Search:<\/b> When a query is made, the system searches among these vectors to find the most relevant information.<\/span><\/li>\n<li><span style=\"white-space: normal;\"><b>Accurate Response:<\/b> Uses the retrieved data to generate an accurate and contextual response.<\/span> <\/li>\n<\/ol>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-023d3bb e-flex e-con-boxed e-con e-parent\" data-id=\"023d3bb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0063d95 sc_fly_static elementor-widget elementor-widget-image\" data-id=\"0063d95\" data-element_type=\"widget\" data-e-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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"643\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-1024x643.png\" class=\"attachment-large size-large wp-image-27174\" alt=\"Arquitectura RAG El Blog Salvador Vilalta\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-1024x643.png 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-300x188.png 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-768x482.png 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-1536x964.png 1536w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-370x232.png 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-840x527.png 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG-410x257.png 410w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/08\/Arquitectura-RAG.png 1976w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Fuente <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5d77cf6 e-flex e-con-boxed e-con e-parent\" data-id=\"5d77cf6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62e43de sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"62e43de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Practical Applications of RAG<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9813765 e-flex e-con-boxed e-con e-parent\" data-id=\"9813765\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e1c3e4 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"5e1c3e4\" data-element_type=\"widget\" data-e-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\t\t<p>Some of the possible practical applications of RAG could be:<\/p>\n<ul>\n<li><b>Customer Care::<\/b> Companies can use RAG to enhance their chatbots and customer service systems by providing accurate and contextual responses to customer inquiries based on a broad knowledge base.<\/li>\n<li><b>Education:<\/b>: Students can benefit from RAG by getting detailed and accurate answers to their academic queries, supplemented with up-to-date information from books, articles and other educational sources.<\/li>\n<li><b>Healthcare:<\/b> In the healthcare field, RAG can provide accurate, evidence-based information for medical professionals and patients, improving decision making and access to relevant information.<\/li>\n<\/ul>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-372ea33 e-flex e-con-boxed e-con e-parent\" data-id=\"372ea33\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c74a232 sc_fly_static elementor-widget elementor-widget-video\" data-id=\"c74a232\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/Z1GrvbC72Uw&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-043ce44 e-flex e-con-boxed e-con e-parent\" data-id=\"043ce44\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f346854 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"f346854\" data-element_type=\"widget\" data-e-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\t\t<p>Leave me your comments on this article and any questions you have about RAG or artificial intelligence in general. I&#8217;m here to help you better understand these fascinating topics!<\/p>\n<p>Have a good week!<\/p>\n\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d08b297 e-flex e-con-boxed e-con e-parent\" data-id=\"d08b297\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0975e93 elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in sc_fly_static elementor-widget elementor-widget-global elementor-global-24757 elementor-widget-call-to-action\" data-id=\"0975e93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/01\/Salva_Suscribir-1024x484.png);\" role=\"img\" aria-label=\"Salvador Vilalta Blanco Suscribir\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tDid you like this content?\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tIf you liked this content and want access to exclusive content for subscribers, <b>subscribe now<\/b>. Thank you in advance for your trust\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6MjMwNzAsInRvZ2dsZSI6ZmFsc2V9\">\n\t\t\t\t\t\tI want to Subscribe \t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence (AI) has revolutionized the way we interact with technology, and one of its most recent innovations is the Retrieval-Augmented Generation (RAG). RAG is an approach that combines text&hellip;<\/p>\n","protected":false},"author":2,"featured_media":27185,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[241,228,231],"tags":[],"class_list":["post-27195","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-cx-customer-experience","category-tools"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Discover How RAG Is Transforming AI in Customer Care - Salvador Vilalta<\/title>\n<meta name=\"description\" content=\"Discover How RAG is Transforming AI in Customer Service. 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