{"id":2220,"date":"2026-04-10T18:44:12","date_gmt":"2026-04-10T16:44:12","guid":{"rendered":"https:\/\/askem.eu\/?page_id=2220"},"modified":"2026-04-10T18:45:19","modified_gmt":"2026-04-10T16:45:19","slug":"offre-rag","status":"publish","type":"page","link":"https:\/\/askem.eu\/en\/offre-rag\/","title":{"rendered":"Offre RAG"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2220\" class=\"elementor elementor-2220\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e079bb8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e079bb8\" data-element_type=\"section\" data-e-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=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f2ac13\" data-id=\"1f2ac13\" data-element_type=\"column\" data-e-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-489d3ec elementor-widget elementor-widget-html\" data-id=\"489d3ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n  .askem-ai * { margin: 0; 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border-bottom: 1px solid #f1f5f9; }\n  .askem-ai .ai-tag { display: inline-block; padding: 0.2rem 0.7rem; border-radius: 4px; font-size: 1rem; font-weight: 500; }\n  .askem-ai .ai-tag-green { background: #dcfce7; color: #16a34a; }\n  .askem-ai .ai-tag-amber { background: #fef3c7; color: #d97706; }\n  .askem-ai .ai-pricing { background: #f5f3ff; border: 1px solid #c7d2fe; border-radius: 12px; padding: 2rem; text-align: center; max-width: 480px; margin: 1.5rem auto; }\n  .askem-ai .ai-pricing-value { font-size: 3.5rem; font-weight: 800; color: #6366f1; }\n  .askem-ai .ai-center { text-align: center; }\n  .askem-ai .ai-offer-price { font-size: 2.8rem; font-weight: 800; color: #6366f1; margin: 0.4rem 0; }\n  .askem-ai .ai-offer-price-green { font-size: 2.5rem; font-weight: 800; color: #16a34a; margin: 0.4rem 0; }\n<\/style>\n\n<div class=\"askem-ai\">\n\n  <!-- Hero -->\n  <div class=\"ai-hero\">\n    <p class=\"ai-label\" style=\"margin-bottom:1rem\">Open source &middot; souverain &middot; auto-heberge<\/p>\n    <h1>Votre <span>IA privee<\/span>,<br>sur votre infrastructure<\/h1>\n    <p>Stack IA complete deployee sur OVH&nbsp;: chat intelligent, recherche web, analyse de documents, le tout avec un GPU a la demande pour maitriser les couts.<\/p>\n    <div>\n      <a href=\"https:\/\/askem.eu\/en\/#contact\" class=\"ai-btn ai-btn-primary\">Nous contacter<\/a>\n      <a href=\"#askem-offre\" class=\"ai-btn ai-btn-outline\">Voir l'offre<\/a>\n    <\/div>\n  <\/div>\n\n  <!-- Features -->\n  <div class=\"ai-section\">\n    <p class=\"ai-label\">Fonctionnalites<\/p>\n    <h2>Tout ce qu'il faut, rien de superflu<\/h2>\n    <p>Une stack IA complete qui couvre le chat, la recherche documentaire, la recherche web et l'observabilite. 100% auto-hebergee, RGPD-compatible.<\/p>\n    <div class=\"ai-grid\">\n      <div class=\"ai-card\">\n        <h3>Chat IA avance<\/h3>\n        <p>Qwen3.5 35B (MoE, 3B actifs\/token) sur GPU NVIDIA V100S 32 Go. Interface multi-utilisateurs avec historique. 4 requetes en parallele.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>RAG documentaire<\/h3>\n        <p>Deposez vos PDF, Word, Excel. Docling extrait le contenu, bge-m3 genere les embeddings, Qdrant stocke les vecteurs. L'IA repond en citant vos documents.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>Recherche web automatique<\/h3>\n        <p>SearXNG agrege DuckDuckGo, Google, Brave et Wikipedia. Chaque message est automatiquement enrichi avec des informations web actualisees.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>GPU a la demande<\/h3>\n        <p>Le GPU s'allume automatiquement a la premiere requete et s'eteint apres 15 min d'inactivite, en fin d'heure facturee OVH.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>Multi-utilisateurs<\/h3>\n        <p>Chaque utilisateur a son espace, ses conversations et ses collections RAG privees. L'administrateur peut creer des bases de connaissances partagees.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>Observabilite<\/h3>\n        <p>Langfuse trace chaque requete LLM&nbsp;: tokens, latence, couts. n8n automatise les workflows (warmup, alertes, indexation).<\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Architecture -->\n  <div class=\"ai-section\">\n    <p class=\"ai-label\">Architecture<\/p>\n    <h2>13 services, 2 noeuds, 1 vRack<\/h2>\n    <p>Infrastructure repartie entre un serveur dedie permanent et une instance GPU ephemere, connectes par un reseau prive OVH.<\/p>\n    <div class=\"ai-flow\">\n      <b>Utilisateur<\/b> &rarr; <span class=\"gr\">Traefik<\/span> (TLS) &rarr; <span class=\"gr\">Open WebUI<\/span> &rarr; <span class=\"gr\">LiteLLM<\/span> (GPU wake hook)<br>\n      &nbsp;&nbsp;&rarr; <span class=\"am\">Ollama<\/span> (GPU V100S via vRack, 4 req paralleles) &rarr; <b>Qwen3.5 35B<\/b><br><br>\n      <b>RAG<\/b> &rarr; <span class=\"gr\">bge-m3 CPU<\/span> (embedding) &rarr; <span class=\"gr\">Qdrant<\/span> (recherche) &rarr; contexte + LLM<br><br>\n      <b>Upload doc<\/b> &rarr; <span class=\"gr\">Docling<\/span> (extraction) &rarr; <span class=\"gr\">bge-m3 CPU<\/span> &rarr; <span class=\"gr\">Qdrant<\/span><br><br>\n      <b>Recherche web<\/b> &rarr; <span class=\"gr\">SearXNG<\/span> &rarr; resultats injectes dans le contexte LLM\n    <\/div>\n    <div class=\"ai-stats\">\n      <div><div class=\"ai-stat-value\">13<\/div><div class=\"ai-stat-label\">Services Docker<\/div><\/div>\n      <div><div class=\"ai-stat-value\">32 Go<\/div><div class=\"ai-stat-label\">VRAM GPU<\/div><\/div>\n      <div><div class=\"ai-stat-value\">128 Go<\/div><div class=\"ai-stat-label\">RAM serveur<\/div><\/div>\n      <div><div class=\"ai-stat-value\">~210 &euro;<\/div><div class=\"ai-stat-label\">par mois (HT)<\/div><\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Services -->\n  <div class=\"ai-section\">\n    <p class=\"ai-label\">Services<\/p>\n    <h2>Inventaire complet<\/h2>\n    <table class=\"ai-table\">\n      <thead><tr><th>Service<\/th><th>Role<\/th><th>Status<\/th><\/tr><\/thead>\n      <tbody>\n        <tr><td><strong>Open WebUI<\/strong><\/td><td>Interface chat multi-utilisateurs<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>LiteLLM<\/strong><\/td><td>Proxy\/routeur LLM, point d'entree unique<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>GPU Controller<\/strong><\/td><td>Pilotage shelve\/unshelve, interface web<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Ollama<\/strong><\/td><td>Inference LLM (Qwen3.5 35B) + embeddings GPU<\/td><td><span class=\"ai-tag ai-tag-amber\">A la demande<\/span><\/td><\/tr>\n        <tr><td><strong>Qdrant<\/strong><\/td><td>Base vectorielle pour le RAG<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Embeddings CPU<\/strong><\/td><td>bge-m3 (RAG permanent meme GPU eteint)<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Docling<\/strong><\/td><td>Extraction de documents (PDF, Word, Excel)<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>SearXNG<\/strong><\/td><td>Moteur de recherche web prive<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Langfuse<\/strong><\/td><td>Observabilite LLM, traces et metriques<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>n8n<\/strong><\/td><td>Workflows et automatisation<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>PostgreSQL<\/strong><\/td><td>Base de donnees relationnelle<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Redis<\/strong><\/td><td>Cache pour SearXNG<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n        <tr><td><strong>Traefik<\/strong><\/td><td>Reverse proxy, TLS Let's Encrypt<\/td><td><span class=\"ai-tag ai-tag-green\">Permanent<\/span><\/td><\/tr>\n      <\/tbody>\n    <\/table>\n  <\/div>\n\n  <!-- Couts -->\n  <div class=\"ai-section ai-center\">\n    <p class=\"ai-label\">Couts d'hebergement<\/p>\n    <h2>Maitrise totale des couts<\/h2>\n    <p style=\"max-width:500px; margin:0 auto 1.5rem\">Le GPU ne tourne que quand vous en avez besoin. Pas de surprise sur la facture.<\/p>\n    <div class=\"ai-pricing\">\n      <div class=\"ai-pricing-value\">~210 &euro; <span style=\"font-size:1rem; font-weight:400; color:#94a3b8\">HT\/mois<\/span><\/div>\n      <p style=\"margin-top:0.75rem; font-size:0.9rem; color:#64748b\">\n        Serveur dedie Advance-2&nbsp;: ~150 &euro;<br>\n        GPU V100S (~70h\/mois)&nbsp;: ~56 &euro;<br>\n        Block Storage 150 Go&nbsp;: ~7,50 &euro;\n      <\/p>\n    <\/div>\n    <p class=\"ai-muted\" style=\"font-size:0.85rem\">Scenario&nbsp;: 3 a 4 heures de GPU par jour ouvre. A 8h\/jour&nbsp;: ~280 &euro;\/mois.<br>Toujours tres en dessous d'un GPU bare-metal 24\/7 (600 a 800 &euro;).<\/p>\n  <\/div>\n\n  <!-- Souverainete -->\n  <div class=\"ai-section\">\n    <p class=\"ai-label\">Souverainete<\/p>\n    <h2>Vos donnees restent les votres<\/h2>\n    <div class=\"ai-grid\">\n      <div class=\"ai-card\">\n        <h3>Hebergement francais<\/h3>\n        <p>Infrastructure OVH, datacenters a Gravelines et Roubaix. Donnees soumises au droit francais et europeen.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>Zero donnees partagees<\/h3>\n        <p>Aucune requete ne quitte votre infrastructure. Le modele IA tourne sur votre GPU, pas chez un tiers.<\/p>\n      <\/div>\n      <div class=\"ai-card\">\n        <h3>100% open source<\/h3>\n        <p>Tous les composants sont open source (Qwen3.5 Apache 2.0, Open WebUI MIT, etc.). Pas de dependance proprietaire.<\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <!-- Offre -->\n  <div class=\"ai-section ai-center\" id=\"askem-offre\">\n    <p class=\"ai-label\">Offre de service<\/p>\n    <h2>Cle en main, pret en 2 jours<\/h2>\n    <p style=\"max-width:600px; margin:0 auto 2rem\">Askem deploie et configure votre stack IA souveraine sur votre infrastructure OVH. Formation incluse pour votre equipe.<\/p>\n    <div class=\"ai-grid\" style=\"max-width:900px; margin:0 auto\">\n      <div class=\"ai-card ai-center\">\n        <h3>Mise en place<\/h3>\n        <p class=\"ai-offer-price\">1 journee<\/p>\n        <p>Installation complete de l'infrastructure&nbsp;: serveurs, GPU, reseau vRack, 13 services Docker, certificats TLS, pipeline RAG, recherche web.<\/p>\n      <\/div>\n      <div class=\"ai-card ai-center\">\n        <h3>Training<\/h3>\n        <p class=\"ai-offer-price\">1 journee<\/p>\n        <p>Prise en main de l'interface chat, gestion des utilisateurs, upload de documents, base de connaissances RAG, recherche web, administration.<\/p>\n      <\/div>\n      <div class=\"ai-card ai-card-accent ai-center\">\n        <h3>Tarif<\/h3>\n        <p class=\"ai-offer-price\">2 400 &euro;<\/p>\n        <p>Mise en place + formation<br><span class=\"ai-muted\" style=\"font-size:0.85rem\">HT, pour les 2 journees<\/span><\/p>\n      <\/div>\n    <\/div>\n    <div class=\"ai-card ai-card-accent ai-center\" style=\"max-width:460px; margin:1.5rem auto 0\">\n      <h3>Maintien en conditions operationnelles<\/h3>\n      <p class=\"ai-offer-price-green\">a partir de 200 &euro; <span style=\"font-size:0.9rem; font-weight:400; color:#94a3b8\">HT\/mois<\/span><\/p>\n      <p>Supervision, mises a jour, support technique, optimisation des modeles et de l'infrastructure.<\/p>\n    <\/div>\n    <div style=\"margin-top:2rem\">\n      <a href=\"https:\/\/askem.eu\/en\/#contact\" class=\"ai-btn ai-btn-primary\" style=\"font-size:1.05rem; padding:0.85rem 2.2rem;\">Demander un devis<\/a>\n    <\/div>\n  <\/div>\n\n  <!-- Footer -->\n  <div class=\"ai-center\" style=\"padding:2rem 0; border-top:1px solid #e2e8f0; margin-top:2rem\">\n    <p class=\"ai-muted\" style=\"font-size:0.85rem\">Askem AI Stack &middot; Deploye et maintenu par <strong><a href=\"https:\/\/askem.eu\/en\/\" style=\"color:#1e293b\">Askem<\/a><\/strong> &middot; Infrastructure OVH souveraine<\/p>\n  <\/div>\n\n<\/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>","protected":false},"excerpt":{"rendered":"<p>Open source &middot; souverain &middot; auto-heberge Votre IA privee,sur votre infrastructure Stack IA complete deployee sur OVH&nbsp;: chat intelligent, recherche web, analyse de documents, le tout avec un GPU a la demande pour maitriser les couts. Nous contacter Voir l&rsquo;offre Fonctionnalites Tout ce qu&rsquo;il faut, rien de superflu Une stack IA complete qui couvre le [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","osh_disable_topbar_sticky":"default","osh_disable_header_sticky":"default","osh_sticky_header_style":"default","osh_sticky_header_effect":"","osh_custom_sticky_logo":0,"osh_custom_retina_sticky_logo":0,"osh_custom_sticky_logo_height":0,"osh_background_color":"","osh_links_color":"","osh_links_hover_color":"","osh_links_active_color":"","osh_links_bg_color":"","osh_links_hover_bg_color":"","osh_links_active_bg_color":"","osh_menu_social_links_color":"","osh_menu_social_hover_links_color":"","footnotes":""},"class_list":["post-2220","page","type-page","status-publish","hentry","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Offre RAG - askem<\/title>\n<meta name=\"description\" content=\"ASKEM BUREAU D&#039;\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. 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