{"id":32244,"date":"2025-09-09T18:08:47","date_gmt":"2025-09-09T16:08:47","guid":{"rendered":"https:\/\/charlyhayoz.ch\/?page_id=32244"},"modified":"2025-10-31T19:11:06","modified_gmt":"2025-10-31T18:11:06","slug":"rag-retrieval-augmented-generation","status":"publish","type":"page","link":"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/","title":{"rendered":"Leverage your document databases with RAG technology"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"32244\" class=\"elementor elementor-32244\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20316ff e-flex e-con-boxed e-con e-parent\" data-id=\"20316ff\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-64d9c6a e-con-full e-flex e-con e-child\" data-id=\"64d9c6a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6139764 elementor-widget elementor-widget-heading\" data-id=\"6139764\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 08-05-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">Base documentaire &amp; RAG : Utiliser l\u2019IA pour interroger vos documents<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9a85b8 elementor-widget__width-auto elementor-icon-list--layout-inline elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"a9a85b8\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/charlyhayoz.ch\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-list.min.css\">\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/charlyhayoz.ch\/en\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Accueil<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">RAG<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-441a80d e-flex e-con-boxed e-con e-parent\" data-id=\"441a80d\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54aa286 elementor-widget elementor-widget-text-editor\" data-id=\"54aa286\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 08-05-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Le RAG (Retrieval-Augmented Generation) est une m\u00e9thode d\u2019intelligence artificielle qui permet \u00e0 un mod\u00e8le de langage de g\u00e9n\u00e9rer des r\u00e9ponses en s\u2019appuyant sur une base documentaire pr\u00e9existante, comme des rapports, des FAQ ou des archives internes.<\/p><p>Les mod\u00e8les de langage seuls ne suffisent pas toujours\u202f: ils peuvent manquer de pr\u00e9cision, d\u2019actualit\u00e9 ou de tra\u00e7abilit\u00e9. Le RAG permet de d\u00e9passer ces limites en connectant l\u2019IA \u00e0 une <strong>base documentaire dynamique<\/strong>, garantissant des r\u00e9ponses <strong>fiables, contextualis\u00e9es et v\u00e9rifiables<\/strong>.<\/p><p><!--EndFragment --><\/p><p><!--EndFragment --><\/p><p><!--EndFragment --><\/p><p><!--EndFragment --><\/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-e445f23 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"e445f23\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-vector-square\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M512 128V32c0-17.67-14.33-32-32-32h-96c-17.67 0-32 14.33-32 32H160c0-17.67-14.33-32-32-32H32C14.33 0 0 14.33 0 32v96c0 17.67 14.33 32 32 32v192c-17.67 0-32 14.33-32 32v96c0 17.67 14.33 32 32 32h96c17.67 0 32-14.33 32-32h192c0 17.67 14.33 32 32 32h96c17.67 0 32-14.33 32-32v-96c0-17.67-14.33-32-32-32V160c17.67 0 32-14.33 32-32zm-96-64h32v32h-32V64zM64 64h32v32H64V64zm32 384H64v-32h32v32zm352 0h-32v-32h32v32zm-32-96h-32c-17.67 0-32 14.33-32 32v32H160v-32c0-17.67-14.33-32-32-32H96V160h32c17.67 0 32-14.33 32-32V96h192v32c0 17.67 14.33 32 32 32h32v192z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Indexation vectorielle : <\/b>pour transformer vos donn\u00e9es en bases s\u00e9mantiques interrogeables rapidement, et retrouver l\u2019information pertinente au bon moment.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-cloud-meatball\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M48 352c-26.5 0-48 21.5-48 48s21.5 48 48 48 48-21.5 48-48-21.5-48-48-48zm416 0c-26.5 0-48 21.5-48 48s21.5 48 48 48 48-21.5 48-48-21.5-48-48-48zm-119 11.1c4.6-14.5 1.6-30.8-9.8-42.3-11.5-11.5-27.8-14.4-42.3-9.9-7-13.5-20.7-23-36.9-23s-29.9 9.5-36.9 23c-14.5-4.6-30.8-1.6-42.3 9.9-11.5 11.5-14.4 27.8-9.9 42.3-13.5 7-23 20.7-23 36.9s9.5 29.9 23 36.9c-4.6 14.5-1.6 30.8 9.9 42.3 8.2 8.2 18.9 12.3 29.7 12.3 4.3 0 8.5-1.1 12.6-2.5 7 13.5 20.7 23 36.9 23s29.9-9.5 36.9-23c4.1 1.3 8.3 2.5 12.6 2.5 10.8 0 21.5-4.1 29.7-12.3 11.5-11.5 14.4-27.8 9.8-42.3 13.5-7 23-20.7 23-36.9s-9.5-29.9-23-36.9zM512 224c0-53-43-96-96-96-.6 0-1.1.2-1.6.2 1.1-5.2 1.6-10.6 1.6-16.2 0-44.2-35.8-80-80-80-24.6 0-46.3 11.3-61 28.8C256.4 24.8 219.3 0 176 0 114.1 0 64 50.1 64 112c0 7.3.8 14.3 2.1 21.2C27.8 145.8 0 181.5 0 224c0 53 43 96 96 96h43.4c3.6-8 8.4-15.4 14.8-21.8 13.5-13.5 31.5-21.1 50.8-21.3 13.5-13.2 31.7-20.9 51-20.9s37.5 7.7 51 20.9c19.3.2 37.3 7.8 50.8 21.3 6.4 6.4 11.3 13.8 14.8 21.8H416c53 0 96-43 96-96z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Embeddings : <\/b>pour repr\u00e9senter le sens des contenus et rapprocher les informations similaires, quelle que soit leur forme (texte, image, donn\u00e9es relationnelles).<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-alt-circle-down\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 137-111 248-248 248S8 393 8 256 119 8 256 8s248 111 248 248zM212 140v116h-70.9c-10.7 0-16.1 13-8.5 20.5l114.9 114.3c4.7 4.7 12.2 4.7 16.9 0l114.9-114.3c7.6-7.6 2.2-20.5-8.5-20.5H300V140c0-6.6-5.4-12-12-12h-64c-6.6 0-12 5.4-12 12z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Pipeline RAG complet : <\/b>retrieval, reranking, prompt injection et g\u00e9n\u00e9ration orchestr\u00e9s pour maximiser la pertinence et r\u00e9duire les approximations.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-box\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M509.5 184.6L458.9 32.8C452.4 13.2 434.1 0 413.4 0H272v192h238.7c-.4-2.5-.4-5-1.2-7.4zM240 0H98.6c-20.7 0-39 13.2-45.5 32.8L2.5 184.6c-.8 2.4-.8 4.9-1.2 7.4H240V0zM0 224v240c0 26.5 21.5 48 48 48h416c26.5 0 48-21.5 48-48V224H0z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Optimisation du contexte : <\/b>chunking intelligent, gestion des fen\u00eatres m\u00e9moire et strat\u00e9gies de couverture documentaire pour enrichir les r\u00e9ponses.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-rocket\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M505.12019,19.09375c-1.18945-5.53125-6.65819-11-12.207-12.1875C460.716,0,435.507,0,410.40747,0,307.17523,0,245.26909,55.20312,199.05238,128H94.83772c-16.34763.01562-35.55658,11.875-42.88664,26.48438L2.51562,253.29688A28.4,28.4,0,0,0,0,264a24.00867,24.00867,0,0,0,24.00582,24H127.81618l-22.47457,22.46875c-11.36521,11.36133-12.99607,32.25781,0,45.25L156.24582,406.625c11.15623,11.1875,32.15619,13.15625,45.27726,0l22.47457-22.46875V488a24.00867,24.00867,0,0,0,24.00581,24,28.55934,28.55934,0,0,0,10.707-2.51562l98.72834-49.39063c14.62888-7.29687,26.50776-26.5,26.50776-42.85937V312.79688c72.59753-46.3125,128.03493-108.40626,128.03493-211.09376C512.07526,76.5,512.07526,51.29688,505.12019,19.09375ZM384.04033,168A40,40,0,1,1,424.05,128,40.02322,40.02322,0,0,1,384.04033,168Z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>\u00c9valuation des performances : <\/b>suivi de la groundedness, du taux d\u2019hallucination et des scores de pertinence pour garantir la qualit\u00e9 et la fiabilit\u00e9.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a34a47 elementor-widget elementor-widget-text-editor\" data-id=\"4a34a47\" 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><!--StartFragment --><\/p><p>L\u2019objectif : <strong>allier la puissance des mod\u00e8les de langage \u00e0 la solidit\u00e9 des donn\u00e9es m\u00e9tiers, afin de fournir des r\u00e9ponses pr\u00e9cises, tra\u00e7ables et adapt\u00e9es aux enjeux strat\u00e9giques.<\/strong><\/p><p><!--EndFragment --><\/p><p><!--EndFragment --><\/p><p><!--EndFragment --><\/p>\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-f4838c7 e-con-full e-flex e-con e-parent\" data-id=\"f4838c7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06dfe25 elementor-widget elementor-widget-template\" data-id=\"06dfe25\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"32298\" class=\"elementor elementor-32298\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-392a672c e-con-full e-flex e-con e-parent\" data-id=\"392a672c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b291cdf elementor-widget elementor-widget-heading\" data-id=\"7b291cdf\" 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\">Mon expertise <b>: Intelligence artificielle<\/b> &amp; <b>cybers\u00e9curit\u00e9<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d855927 e-grid e-con-boxed e-con e-child\" data-id=\"4d855927\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6864106d elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"6864106d\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 08-05-2024 *\/\n.elementor-widget-image-box .elementor-image-box-content{width:100%}@media (min-width:768px){.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper,.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{display:flex}.elementor-widget-image-box.elementor-position-right .elementor-image-box-wrapper{text-align:end;flex-direction:row-reverse}.elementor-widget-image-box.elementor-position-left .elementor-image-box-wrapper{text-align:start;flex-direction:row}.elementor-widget-image-box.elementor-position-top .elementor-image-box-img{margin:auto}.elementor-widget-image-box.elementor-vertical-align-top .elementor-image-box-wrapper{align-items:flex-start}.elementor-widget-image-box.elementor-vertical-align-middle .elementor-image-box-wrapper{align-items:center}.elementor-widget-image-box.elementor-vertical-align-bottom .elementor-image-box-wrapper{align-items:flex-end}}@media (max-width:767px){.elementor-widget-image-box .elementor-image-box-img{margin-left:auto!important;margin-right:auto!important;margin-bottom:15px}}.elementor-widget-image-box .elementor-image-box-img{display:inline-block}.elementor-widget-image-box .elementor-image-box-title a{color:inherit}.elementor-widget-image-box .elementor-image-box-wrapper{text-align:center}.elementor-widget-image-box .elementor-image-box-description{margin:0}<\/style><div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/developpement-intelligence-artificielle-pour-votre-entreprise\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/developpement-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32211 lazyload\" alt=\"D\u00e9veloppement d\u2019intelligence artificielle pour votre entreprise\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/developpement-intelligence-artificielle-pour-votre-entreprise\/\">D\u00e9veloppement IA<\/a><\/h3><p class=\"elementor-image-box-description\">Utilisez des solutions IA qui d\u00e9passent la simple performance technique pour g\u00e9n\u00e9rer un impact mesurable sur la croissance et la comp\u00e9titivit\u00e9<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7687ce87 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"7687ce87\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/ai-agent-agentic-ai\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/llm-developpement-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32216 lazyload\" alt=\"AI Agent &amp; Agentic AI - Consulting en Intelligence Artificielle\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/ai-agent-agentic-ai\/\">AI Agent & Agentic AI<\/a><\/h3><p class=\"elementor-image-box-description\">Exploitez la puissance des AI Agents et de l\u2019Agentic AI pour transformer vos op\u00e9rations\u202f: t\u00e2ches automatis\u00e9es, processus coordonn\u00e9s pour une valeur strat\u00e9gique d\u00e9cupl\u00e9e<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fae6023 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"2fae6023\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/machine-learning-deep-learning\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/neural-network-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32233 lazyload\" alt=\"Machine Learning &amp; Deep Learning \u2013 De l\u2019analyse \u00e0 l\u2019innovation\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/machine-learning-deep-learning\/\">machine learning & deep learning<\/a><\/h3><p class=\"elementor-image-box-description\">Exploitez le machine learning et le deep learning pour transformer vos donn\u00e9es en pr\u00e9dictions fiables et effectuer des d\u00e9cisions automatis\u00e9es<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f6f00a9 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"4f6f00a9\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/entrainement-modeles-ia-fine-tuning\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/fine-tuning-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32227 lazyload\" alt=\"Entra\u00eenement &amp; Fine\u2011Tuning de mod\u00e8les IA - Intelligence artificielle\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/entrainement-modeles-ia-fine-tuning\/\">Entra\u00eenement & Fine-tuning<\/a><\/h3><p class=\"elementor-image-box-description\">Transformez gr\u00e2ce \u00e0 l\u2019entra\u00eenement de mod\u00e8les IA et au fine\u2011tuning, des mod\u00e8les g\u00e9n\u00e9riques en solutions sur\u2011mesure, capables de g\u00e9n\u00e9rer des pr\u00e9dictions pertinentes<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57b466c elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"57b466c\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/embedding-knowledge-graph-ai-semantic-search-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32370 lazyload\" alt=\"Embedding &amp; Knowledge graph : La recherche s\u00e9mantique \u00e0 votre service\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/embedding-knowledge-graph-la-recherche-semantique-facile\/\">Recherche s\u00e9mantique<\/a><\/h3><p class=\"elementor-image-box-description\">Am\u00e9liorez l'acc\u00e8s \u00e0 vos donn\u00e9es gr\u00e2ce \u00e0 la recherche s\u00e9mantique utilisant les embeddings et les graphes de connaissances<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d93894c elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"d93894c\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/rag-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32232 lazyload\" alt=\"RAG \u2013 G\u00e9n\u00e9ration augment\u00e9e par la recherche documentaire\u200b\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\">Base documentaire & RAG<\/a><\/h3><p class=\"elementor-image-box-description\">Gr\u00e2ce \u00e0 la technologie RAG (Retrieval-Augmented Generation), interrogez vos documents et obtenez des r\u00e9ponses pr\u00e9cises et sourc\u00e9es<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c802311 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"c802311\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/edge-ai-intelligence-artificielle-locale\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/edge-ai-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32306 lazyload\" alt=\"Edge AI sur mesure \u2013 IA en temps r\u00e9el et optimis\u00e9e pour vous\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/edge-ai-intelligence-artificielle-locale\/\">IA Local & Edge AI<\/a><\/h3><p class=\"elementor-image-box-description\">Ex\u00e9cutez vos mod\u00e8les IA directement sur vos \u00e9quipements en local : optimisez vos co\u00fbts, gardez le contr\u00f4le de vos donn\u00e9es ainsi que de vos processus m\u00e9tiers<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18dfa4d5 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"18dfa4d5\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/deploiement-model-ia-mise-en-production\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/mlops-deployment-ai-llm-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32235 lazyload\" alt=\"D\u00e9ploiement de mod\u00e8les IA - Mise en production de vos mod\u00e8les\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/deploiement-model-ia-mise-en-production\/\">Mise en production & d\u00e9ploiement<\/a><\/h3><p class=\"elementor-image-box-description\">Passez de l\u2019exp\u00e9rimentation \u00e0 la production, automatisez le d\u00e9ploiement de vos mod\u00e8les d\u2019intelligence artificielle & am\u00e9liorez la fiabilit\u00e9<\/p><\/div><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fbcc90 elementor-position-top elementor-widget elementor-widget-image-box\" data-id=\"2fbcc90\" data-element_type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"https:\/\/charlyhayoz.ch\/en\/cybersecurite-ia\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"150\" height=\"150\" data-src=\"https:\/\/charlyhayoz.ch\/wp-content\/uploads\/2025\/09\/cybersecurite-ia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-32404 lazyload\" alt=\"Cybers\u00e9curit\u00e9 de l\u2019IA : Guardrails, Sanitisation, Proxies et Protection\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 150px; --smush-placeholder-aspect-ratio: 150\/150;\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"https:\/\/charlyhayoz.ch\/en\/cybersecurite-ia\/\">Cybers\u00e9curit\u00e9 IA<\/a><\/h3><p class=\"elementor-image-box-description\">Assurez la cybers\u00e9curit\u00e9 de vos mod\u00e8les d\u2019intelligence artificielle et de vos donn\u00e9es gr\u00e2ce aux guardrails, \u00e0 la sanitisation des prompts,  aux proxies en respectant les derniers standards<\/p><\/div><\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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>Mise en \u0153uvre de syst\u00e8mes RAG pour des r\u00e9ponses pr\u00e9cises et contextualis\u00e9es : indexation vectorielle, embeddings, pipeline retrieval &#038; generation<\/p>","protected":false},"author":1,"featured_media":32232,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-32244","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v23.2 (Yoast SEO v23.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Exploitez vos bases documentaires avec la technologie RAG<\/title>\n<meta name=\"description\" content=\"Gr\u00e2ce \u00e0 la technologie RAG (Retrieval-Augmented Generation), interrogez vos documents avec l\u2019IA et obtenez des r\u00e9ponses pr\u00e9cises\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/charlyhayoz.ch\/en\/rag-retrieval-augmented-generation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" 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