{"id":55312,"date":"2026-07-29T05:10:07","date_gmt":"2026-07-29T05:10:07","guid":{"rendered":"https:\/\/www.carmatec.com\/?page_id=55312"},"modified":"2026-09-21T06:23:52","modified_gmt":"2026-09-21T06:23:52","slug":"livre-blanc-sur-le-benchmark-rag","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/fr_fr\/whitepapers\/rag-benchmark-whitepaper\/","title":{"rendered":"Livre blanc sur les indicateurs de r\u00e9f\u00e9rence RAG"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"55312\" class=\"elementor elementor-55312\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d20bda e-flex e-con-boxed e-con e-parent\" data-id=\"5d20bda\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2fdf461 elementor-widget elementor-widget-text-editor\" data-id=\"2fdf461\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<a href=\"\/fr_fr\/\">Maison<\/a><span class=\"sep\">\u203a<\/span><a href=\"\/fr_fr\/livres-blancs\/\">Livres blancs<\/a><span class=\"sep\">\u203a<\/span><span class=\"current\">Livre blanc sur les indicateurs de r\u00e9f\u00e9rence RAG<\/span>\t\t\t\t\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-ec9c41b e-flex e-con-boxed e-con e-parent\" data-id=\"ec9c41b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-65845da e-con-full e-flex e-con e-child\" data-id=\"65845da\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61b87ca elementor-widget elementor-widget-heading\" data-id=\"61b87ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Livre blanc technique\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b697c elementor-widget elementor-widget-heading\" data-id=\"e8b697c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">G\u00e9n\u00e9ration assist\u00e9e par la recherche pour <span class=\"highlight\">Connaissances d'entreprise<\/span><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e197485 elementor-widget elementor-widget-text-editor\" data-id=\"e197485\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Un test de performance en conditions r\u00e9elles issu du Knowledge Pipeline de Goalz.Work : un taux de rappel de 93,31 TP3T @1 sur un corpus de 7 documents r\u00e9partis en 556 segments \u2014 pour un co\u00fbt total de traitement de 1 TP4T 0,18 USD.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4a96d7 e-con-full e-flex e-con e-child\" data-id=\"d4a96d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a08b199 elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"a08b199\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#downloadPDF\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-long-arrow-alt-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M313.941 216H12c-6.627 0-12 5.373-12 12v56c0 6.627 5.373 12 12 12h301.941v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.569 0-33.941l-86.059-86.059c-15.119-15.119-40.971-4.411-40.971 16.971V216z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">T\u00e9l\u00e9charger le livre blanc<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cfdb6a elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"8cfdb6a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.linkedin.com\/in\/aromalr\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Consultez les r\u00e9sultats<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19f03dc e-con-full e-flex e-con e-child\" data-id=\"19f03dc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2acabfe e-con-full e-flex e-con e-child\" data-id=\"2acabfe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f07c969 elementor-widget elementor-widget-heading\" data-id=\"f07c969\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">93.3<span>%<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1f7263 elementor-widget elementor-widget-text-editor\" data-id=\"f1f7263\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Rappel@1<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b22c11d e-con-full e-flex e-con e-child\" data-id=\"b22c11d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c9e65e elementor-widget elementor-widget-heading\" data-id=\"1c9e65e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span>$<\/span>0.18<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f492dc elementor-widget elementor-widget-text-editor\" data-id=\"3f492dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Co\u00fbt total de traitement<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f5211c e-con-full e-flex e-con e-child\" data-id=\"2f5211c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-293bc71 elementor-widget elementor-widget-heading\" data-id=\"293bc71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">556<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c28bf22 elementor-widget elementor-widget-text-editor\" data-id=\"c28bf22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Blocs \/ 7 documents\n<\/p>\t\t\t\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<div class=\"elementor-element elementor-element-072cd11 e-con-full e-flex e-con e-child\" data-id=\"072cd11\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5e6165e e-flex e-con-boxed e-con e-child\" data-id=\"5e6165e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d13587b e-con-full e-flex e-con e-child\" data-id=\"d13587b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6090933 elementor-widget elementor-widget-heading\" data-id=\"6090933\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Rappel@1 \/ @3 \/ @5<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75e0995 elementor-widget elementor-widget-heading\" data-id=\"75e0995\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">93.3%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fbca48 e-con-full e-flex e-con e-child\" data-id=\"6fbca48\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-329fa1a elementor-widget elementor-widget-heading\" data-id=\"329fa1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Rang r\u00e9ciproque moyen\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04d3647 elementor-widget elementor-widget-heading\" data-id=\"04d3647\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">0.933<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-056f8e2 e-con-full e-flex e-con e-child\" data-id=\"056f8e2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc818e4 elementor-widget elementor-widget-heading\" data-id=\"cc818e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Taille du corpus\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b9ab5f elementor-widget elementor-widget-heading\" data-id=\"3b9ab5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">7 documents<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1484c8c e-con-full e-flex e-con e-child\" data-id=\"1484c8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e41a6a1 elementor-widget elementor-widget-heading\" data-id=\"e41a6a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Co\u00fbt total<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-690f513 elementor-widget elementor-widget-heading\" data-id=\"690f513\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">$0.18<\/p>\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4361ce e-flex e-con-boxed e-con e-parent\" data-id=\"4361ce\" 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-392d148c elementor-widget elementor-widget-heading\" data-id=\"392d148c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">R\u00e9sum\u00e9 analytique<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-427461af elementor-widget elementor-widget-heading\" data-id=\"427461af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Des r\u00e9sultats r\u00e9els et reproductibles \u2014 et non des tests de performance simul\u00e9s<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-350fe5a7 elementor-widget elementor-widget-text-editor\" data-id=\"350fe5a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>L'\u00e9quipe d'ing\u00e9nieurs de Carmatec a d\u00e9velopp\u00e9 et \u00e9valu\u00e9 un pipeline RAG destin\u00e9 \u00e0 la production, baptis\u00e9 \u00ab Knowledge Pipeline \u00bb, afin de permettre aux assistants IA d'effectuer des recherches dans les documents propres \u00e0 une organisation et de les analyser de mani\u00e8re raisonn\u00e9e via MCP.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0a90cb e-grid e-con-full e-con e-child\" data-id=\"a0a90cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9f0a058 e-con-full e-flex e-con e-child\" data-id=\"9f0a058\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5581615 elementor-widget elementor-widget-heading\" data-id=\"5581615\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">7 <span>documents<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4232653 elementor-widget elementor-widget-text-editor\" data-id=\"4232653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>556 extraits de texte r\u00e9cup\u00e9rables\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e35dc65 e-con-full e-flex e-con e-child\" data-id=\"e35dc65\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ea0a00 elementor-widget elementor-widget-heading\" data-id=\"5ea0a00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">93.3 <span>%<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94b6bf3 elementor-widget elementor-widget-text-editor\" data-id=\"94b6bf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Rappel@1, @3 et @5\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5a7e4f4 e-con-full e-flex e-con e-child\" data-id=\"5a7e4f4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b6c6929 elementor-widget elementor-widget-heading\" data-id=\"b6c6929\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">0.933<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13e4042 elementor-widget elementor-widget-text-editor\" data-id=\"13e4042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Rang r\u00e9ciproque moyen<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a7a7cf e-con-full e-flex e-con e-child\" data-id=\"2a7a7cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21e9a54 elementor-widget elementor-widget-heading\" data-id=\"21e9a54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span>$<\/span>0.18<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d3b204 elementor-widget elementor-widget-text-editor\" data-id=\"7d3b204\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Co\u00fbt total de traitement, en dollars am\u00e9ricains\n<\/p>\t\t\t\t\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-62aaac03 e-flex e-con-boxed e-con e-parent\" data-id=\"62aaac03\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d13afbd elementor-widget elementor-widget-heading\" data-id=\"7d13afbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Comment c'est fabriqu\u00e9<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66db50c elementor-widget elementor-widget-heading\" data-id=\"66db50c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Une pile auto-h\u00e9berg\u00e9e, sp\u00e9cialement con\u00e7ue \u00e0 chaque niveau\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e3016e elementor-widget elementor-widget-text-editor\" data-id=\"8e3016e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Quatre bases de donn\u00e9es sp\u00e9cialis\u00e9es, reli\u00e9es uniquement par des API et des files d'attente de messages \u2014 sans jamais recourir \u00e0 un acc\u00e8s direct aux bases de donn\u00e9es \u2014, ce qui permet au pipeline d'\u00e9voluer ind\u00e9pendamment de l'application principale.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-695a633 e-con-full e-flex e-con e-child\" data-id=\"695a633\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-468824d e-flex e-con-boxed e-con e-child\" data-id=\"468824d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5cdf22d e-con-full e-flex e-con e-child\" data-id=\"5cdf22d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84a041c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"84a041c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">File d'attente<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08a7ed1 elementor-widget elementor-widget-icon-box\" data-id=\"08a7ed1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRabbitMQ\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tL'ingestion en masse s'effectue enti\u00e8rement via la file d'attente de messages : qu'il s'agisse d'un seul document ou de dix mille, le m\u00eame chemin d'ex\u00e9cution est utilis\u00e9.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e952e7 e-con-full e-flex e-con e-child\" data-id=\"8e952e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9351b1e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"9351b1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vecteurs<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1daf1b9 elementor-widget elementor-widget-icon-box\" data-id=\"1daf1b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tQdrant\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRecherche de similarit\u00e9 vectorielle sp\u00e9cialement con\u00e7ue pour les repr\u00e9sentations vectorielles, avec filtrage par m\u00e9tadonn\u00e9es.\n\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0c27f6 e-con-full e-flex e-con e-child\" data-id=\"e0c27f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8488ff elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d8488ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Graphique<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf7b65b elementor-widget elementor-widget-icon-box\" data-id=\"cf7b65b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNeo4j\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRepr\u00e9sente les documents et les sections sous forme de n\u0153uds, et leurs relations sous forme d'ar\u00eates.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-99692c9 e-con-full e-flex e-con e-child\" data-id=\"99692c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77f72ee elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"77f72ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Boutique<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a662db3 elementor-widget elementor-widget-icon-box\" data-id=\"a662db3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMongoDB\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tStockage de documents et de blocs parall\u00e8lement \u00e0 l'application CakePHP principale.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\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-9738695 e-con-full e-flex e-con e-child\" data-id=\"9738695\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920655b elementor-widget elementor-widget-heading\" data-id=\"920655b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cinq \u00e9tapes, pour chaque document\n<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95d1f88 e-grid e-con-full e-con e-child\" data-id=\"95d1f88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-fff3987 e-con-full e-flex e-con e-child\" data-id=\"fff3987\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e757099 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e757099\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08eaf0c elementor-widget elementor-widget-icon-box\" data-id=\"08eaf0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAnalyse syntaxique\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLa structure est extraite de mani\u00e8re d\u00e9terministe chaque fois que le format le permet.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6454ffd e-con-full e-flex e-con e-child\" data-id=\"6454ffd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7c0f02 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d7c0f02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b02575 elementor-widget elementor-widget-icon-box\" data-id=\"5b02575\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tSegmentation en blocs\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t12,51 TP3T de chevauchement entre les blocs adjacents afin d'\u00e9viter les \u00e9checs li\u00e9s \u00e0 la rupture de contexte.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c70038 e-con-full e-flex e-con e-child\" data-id=\"3c70038\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6aa7917 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"6aa7917\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f8b1ac elementor-widget elementor-widget-icon-box\" data-id=\"6f8b1ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEnrichissement\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tL'en-t\u00eate et les mots-cl\u00e9s g\u00e9n\u00e9r\u00e9s par le LLM permettent de replacer chaque extrait dans son contexte.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c4327e3 e-con-full e-flex e-con e-child\" data-id=\"c4327e3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3aa91a6 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3aa91a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df3e2e5 elementor-widget elementor-widget-icon-box\" data-id=\"df3e2e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tInt\u00e9gration + stockage\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tParam\u00e8tres de type \u00ab t\u00e2che \u00bb de Gemini d\u00e9finis explicitement pour l'optimisation asym\u00e9trique.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41c6029 e-flex e-con-boxed e-con e-parent\" data-id=\"41c6029\" 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-87a5c13 elementor-widget elementor-widget-heading\" data-id=\"87a5c13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Compar\u00e9 \u00e0 d'autres<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ecc11c8 elementor-widget elementor-widget-heading\" data-id=\"ecc11c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c0 un niveau comparable \u00e0 celui des chiffres publi\u00e9s par le secteur, voire sup\u00e9rieur \u00e0 ceux-ci<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0b3f3c elementor-widget elementor-widget-text-editor\" data-id=\"d0b3f3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Sur 15 requ\u00eates, 14 ont permis d'obtenir le document source attendu en t\u00eate des r\u00e9sultats, selon une \u00e9valuation r\u00e9alis\u00e9e sur un corpus interne r\u00e9el et soigneusement s\u00e9lectionn\u00e9.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a05005f e-con-full e-flex e-con e-child\" data-id=\"a05005f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c895c3e e-grid e-con-full e-con e-child\" data-id=\"c895c3e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ef4c16 elementor-widget elementor-widget-heading\" data-id=\"9ef4c16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">RAG na\u00eff (secteur industriel, 70\u201380%)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f26f00 elementor-widget elementor-widget-progress\" data-id=\"0f26f00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"75\" aria-valuetext=\"75% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"75\">\n\t\t\t\t<span class=\"elementor-progress-text\">Concepteur Web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3492863 elementor-widget elementor-widget-heading\" data-id=\"3492863\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">75%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd9a502 e-grid e-con-full e-con e-child\" data-id=\"cd9a502\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4001e5a elementor-widget elementor-widget-heading\" data-id=\"4001e5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Recherche hybride (secteur industriel, ~91%)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b3cbee elementor-widget elementor-widget-progress\" data-id=\"5b3cbee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"91\" aria-valuetext=\"91% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"91\">\n\t\t\t\t<span class=\"elementor-progress-text\">Concepteur Web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4308a53 elementor-widget elementor-widget-heading\" data-id=\"4308a53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">91%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-788cf01 e-grid e-con-full e-con e-child\" data-id=\"788cf01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0bc8fd3 elementor-widget elementor-widget-heading\" data-id=\"0bc8fd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Pipeline de connaissances Carmatec<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1b87b elementor-widget elementor-widget-progress\" data-id=\"7f1b87b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"93.3\" aria-valuetext=\"93.3% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"93.3\">\n\t\t\t\t<span class=\"elementor-progress-text\">Concepteur Web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3d08d5 elementor-widget elementor-widget-heading\" data-id=\"d3d08d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">93.3%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b563d67 e-con-full e-flex e-con e-child\" data-id=\"b563d67\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b4e72f elementor-widget elementor-widget-heading\" data-id=\"4b4e72f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Non.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e29349 elementor-widget elementor-widget-text-editor\" data-id=\"0e29349\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong style=\"color:#1A1A4E\">R\u00e9sultat n\u00e9gatif d\u00e9clar\u00e9 en toute honn\u00eatet\u00e9 :<\/strong> Un test d'ablation portant sur la technique de \u201c recherche contextuelle \u201d d'Anthropic n'a r\u00e9v\u00e9l\u00e9 aucun gain mesurable en termes de pr\u00e9cision sur ce corpus, car chacun des sept documents traite d\u00e9j\u00e0 d'un sujet distinct. Nous nous attendons \u00e0 observer un b\u00e9n\u00e9fice mesurable sur des corpus plus volumineux et plus homog\u00e8nes, et pr\u00e9voyons de refaire des tests \u00e0 ce moment-l\u00e0.<\/p>\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-59e8a74e e-flex e-con-boxed e-con e-parent\" data-id=\"59e8a74e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5de06138 e-con-full e-flex e-con e-child\" data-id=\"5de06138\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1335bc06 elementor-widget elementor-widget-heading\" data-id=\"1335bc06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Extrait de la version<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68e9ea02 elementor-widget elementor-widget-heading\" data-id=\"68e9ea02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Les le\u00e7ons d'ing\u00e9nierie \u2014 celles qu'on n'apprend qu'en mettant des produits sur le march\u00e9<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f4f02f8 elementor-widget elementor-widget-text-editor\" data-id=\"7f4f02f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Chacune de ces erreurs a \u00e9t\u00e9 d\u00e9tect\u00e9e lors de tests effectu\u00e9s sur un syst\u00e8me r\u00e9el, et non pas simplement suppos\u00e9e.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2162dc0 e-grid e-con-full e-con e-child\" data-id=\"2162dc0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ad701b2 e-con-full e-flex e-con e-child\" data-id=\"ad701b2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89c1bf2 elementor-widget elementor-widget-heading\" data-id=\"89c1bf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">01<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c27665 elementor-widget elementor-widget-text-editor\" data-id=\"6c27665\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>L'API d'int\u00e9gration de Gemini accepte sans avertissement les requ\u00eates dans lesquelles le param\u00e8tre \u00ab task-type \u00bb est absent \u2014 un d\u00e9tail facile \u00e0 oublier si l'on ne consulte pas directement la documentation du fournisseur.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ef99f2 e-con-full e-flex e-con e-child\" data-id=\"9ef99f2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f720980 elementor-widget elementor-widget-heading\" data-id=\"f720980\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">02<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e758f20 elementor-widget elementor-widget-text-editor\" data-id=\"e758f20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Qdrant rejette cat\u00e9goriquement les identifiants sous forme de cha\u00eene libre ; les identifiants de point doivent \u00eatre soit un UUID, soit un entier non sign\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2987763 e-con-full e-flex e-con e-child\" data-id=\"2987763\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b4d184 elementor-widget elementor-widget-heading\" data-id=\"3b4d184\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">03<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea9230c elementor-widget elementor-widget-text-editor\" data-id=\"ea9230c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La cl\u00e9 de routage des messages non remis d\u2019une file d\u2019attente doit conserver la cl\u00e9 de routage d\u2019origine : un remplacement par un caract\u00e8re g\u00e9n\u00e9rique ne fonctionne pas comme un caract\u00e8re g\u00e9n\u00e9rique lors de la nouvelle remise.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-496973e e-con-full e-flex e-con e-child\" data-id=\"496973e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f023eff elementor-widget elementor-widget-heading\" data-id=\"f023eff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">04<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15dc024 elementor-widget elementor-widget-text-editor\" data-id=\"15dc024\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Tous les documents r\u00e9els ne sont pas n\u00e9cessairement au format Markdown bien form\u00e9 : une sp\u00e9cification en texte brut ne g\u00e9n\u00e9rait aucun bloc jusqu'\u00e0 ce qu'une solution de secours soit ajout\u00e9e.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1eef848 e-con-full e-flex e-con e-child\" data-id=\"1eef848\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c41f19a elementor-widget elementor-widget-heading\" data-id=\"c41f19a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">05<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d6e34f elementor-widget elementor-widget-text-editor\" data-id=\"6d6e34f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Les structures de test et les donn\u00e9es r\u00e9elles ne doivent en aucun cas partager un m\u00eame espace de noms d'identifiants : une collision a d\u00e9j\u00e0 entra\u00een\u00e9 la suppression de donn\u00e9es r\u00e9elles lors du nettoyage apr\u00e8s un test.<\/p>\t\t\t\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-21e316b0 e-flex e-con-boxed e-con e-parent\" data-id=\"21e316b0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7a7a0279 e-con-full e-flex e-con e-child\" data-id=\"7a7a0279\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17b14314 elementor-widget elementor-widget-heading\" data-id=\"17b14314\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Champ d'application<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-562b659f elementor-widget elementor-widget-heading\" data-id=\"562b659f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Con\u00e7u pour s'adapter \u00e0 tous les secteurs d'activit\u00e9<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bbce8f4 elementor-widget elementor-widget-text-editor\" data-id=\"6bbce8f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La classification des documents repose sur des donn\u00e9es, et non sur une logique cod\u00e9e en dur : cette architecture s'applique \u00e0 toute organisation g\u00e9rant de grands volumes de connaissances non structur\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb85f01 e-grid e-con-full e-con e-child\" data-id=\"cb85f01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d143151 e-con-full e-flex e-con e-child\" data-id=\"d143151\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-130ae0d elementor-widget elementor-widget-heading\" data-id=\"130ae0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Services informatiques\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce7e392 elementor-widget elementor-widget-text-editor\" data-id=\"ce7e392\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Aide \u00e0 la d\u00e9cision en mati\u00e8re d'architecture, fond\u00e9e sur des conceptions et des estimations ant\u00e9rieures.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bf3705 e-con-full e-flex e-con e-child\" data-id=\"0bf3705\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd65bd1 elementor-widget elementor-widget-heading\" data-id=\"cd65bd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Services juridiques<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa0cd28 elementor-widget elementor-widget-text-editor\" data-id=\"fa0cd28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recherche de clauses contractuelles et de pr\u00e9c\u00e9dents dans l'historique des dossiers du cabinet.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ef90b5 e-con-full e-flex e-con e-child\" data-id=\"8ef90b5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3420a5 elementor-widget elementor-widget-heading\" data-id=\"a3420a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Soins de sant\u00e9\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c26b88c elementor-widget elementor-widget-text-editor\" data-id=\"c26b88c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recherche de protocoles cliniques et de proc\u00e9dures op\u00e9rationnelles standard (SOP) fond\u00e9e sur des proc\u00e9dures document\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-205c24b e-con-full e-flex e-con e-child\" data-id=\"205c24b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-afdfdf7 elementor-widget elementor-widget-heading\" data-id=\"afdfdf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Services financiers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-739bad9 elementor-widget elementor-widget-text-editor\" data-id=\"739bad9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Conformit\u00e9 r\u00e9glementaire et recherche d'informations dans la piste d'audit.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9fcb2ef e-con-full e-flex e-con e-child\" data-id=\"9fcb2ef\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e0c5a0f elementor-widget elementor-widget-heading\" data-id=\"e0c5a0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Fabrication<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c50bf69 elementor-widget elementor-widget-text-editor\" data-id=\"c50bf69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Consultation des proc\u00e9dures op\u00e9rationnelles standard (SOP) et des manuels d'utilisation des \u00e9quipements en atelier.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-75d04af e-con-full e-flex e-con e-child\" data-id=\"75d04af\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a552a8 elementor-widget elementor-widget-heading\" data-id=\"7a552a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ressources humaines et op\u00e9rations RH<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dd666c elementor-widget elementor-widget-text-editor\" data-id=\"7dd666c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Une recherche de politiques qui reste pr\u00e9cise m\u00eame lorsque les documents \u00e9voluent.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb73d19 e-con-full e-flex e-con e-child\" data-id=\"eb73d19\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f8b0f7c elementor-widget elementor-widget-heading\" data-id=\"f8b0f7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9ducation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5301048 elementor-widget elementor-widget-text-editor\" data-id=\"5301048\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recherche de programmes et de supports p\u00e9dagogiques dans une biblioth\u00e8que de contenus.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dfe8a1b e-con-full e-flex e-con e-child\" data-id=\"dfe8a1b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d836e3 elementor-widget elementor-widget-heading\" data-id=\"9d836e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gouvernement<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67b3d22 elementor-widget elementor-widget-text-editor\" data-id=\"67b3d22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recherche de r\u00e9glementations et de politiques avec tra\u00e7abilit\u00e9 compl\u00e8te des sources.<\/p>\t\t\t\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-82eafa5 e-flex e-con-boxed e-con e-parent\" data-id=\"82eafa5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb6b32e elementor-widget elementor-widget-heading\" data-id=\"cb6b32e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Et maintenant ?<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72834cc elementor-widget elementor-widget-heading\" data-id=\"72834cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tapes suivantes, planifi\u00e9es et r\u00e9fl\u00e9chies<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-174b06d e-flex e-con-boxed e-con e-child\" data-id=\"174b06d\" 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-0aa0d62 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0aa0d62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70012a3 elementor-widget elementor-widget-text-editor\" data-id=\"70012a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>R\u00e9classement et recherche hybride (mot-cl\u00e9 + vecteur) : la r\u00e9f\u00e9rence actuelle en production pour am\u00e9liorer encore la pr\u00e9cision.\n<\/p>\t\t\t\t\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-330aab2 e-flex e-con-boxed e-con e-child\" data-id=\"330aab2\" 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-0b5e00a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0b5e00a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f197749 elementor-widget elementor-widget-text-editor\" data-id=\"f197749\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Un corpus d'ingestion plus vaste et plus h\u00e9t\u00e9rog\u00e8ne, afin de r\u00e9\u00e9valuer l'ablation de l'enrichissement contextuel.\n<\/p>\t\t\t\t\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-6fe833f e-flex e-con-boxed e-con e-child\" data-id=\"6fe833f\" 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-1540dcb elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"1540dcb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a64c420 elementor-widget elementor-widget-text-editor\" data-id=\"a64c420\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Application des autorisations au moment de la consultation, comblant ainsi une lacune potentielle en mati\u00e8re de contr\u00f4le d'acc\u00e8s identifi\u00e9e lors de la revue de conception.<\/p>\t\t\t\t\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-723af06 e-flex e-con-boxed e-con e-child\" data-id=\"723af06\" 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-cdff0c8 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"cdff0c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c437a11 elementor-widget elementor-widget-text-editor\" data-id=\"c437a11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Ingestion par OCR de documents num\u00e9ris\u00e9s et sous forme d'images, d\u00e9j\u00e0 adapt\u00e9e aux cas d'utilisation li\u00e9s aux documents des employ\u00e9s.<\/p>\t\t\t\t\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-361f10d e-flex e-con-boxed e-con e-child\" data-id=\"361f10d\" 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-d9740ad elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d9740ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-312f5e8 elementor-widget elementor-widget-text-editor\" data-id=\"312f5e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La r\u00e9plication de l'infrastructure de mise en sc\u00e8ne et de production, programm\u00e9e d\u00e9lib\u00e9r\u00e9ment apr\u00e8s cette d\u00e9monstration.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-206599a7 e-flex e-con-boxed e-con e-parent\" data-id=\"206599a7\" data-element_type=\"container\" data-e-type=\"container\" id=\"downloadPDF\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e9ec4a3 elementor-widget elementor-widget-heading\" data-id=\"2e9ec4a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">T\u00e9l\u00e9chargez le livre blanc dans son int\u00e9gralit\u00e9<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31fe605a elementor-widget elementor-widget-text-editor\" data-id=\"31fe605a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Chaque affirmation s'appuie sur une ex\u00e9cution r\u00e9elle et reproductible du pipeline ainsi que sur des requ\u00eates v\u00e9rifi\u00e9es de mani\u00e8re ind\u00e9pendante.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1c62f67 e-con-full e-flex e-con e-child\" data-id=\"1c62f67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a05a068 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5a05a068\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"openForm\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/fr_fr\/contactez-nous\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-long-arrow-alt-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M313.941 216H12c-6.627 0-12 5.373-12 12v56c0 6.627 5.373 12 12 12h301.941v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.569 0-33.941l-86.059-86.059c-15.119-15.119-40.971-4.411-40.971 16.971V216z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">T\u00e9l\u00e9charger le PDF<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50ac630 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"50ac630\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/fr_fr\/contactez-nous\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Contactez notre \u00e9quipe d'ing\u00e9nieurs<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f83af4c elementor-widget elementor-widget-html\" data-id=\"f83af4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<style type=\"text\/css\">\n\/* Overlay *\/\n#zohoPopup{\n    position:fixed;\n    inset:0;\n    display:none;\n    align-items:center;\n    justify-content:center;\n    background:rgba(0,0,0,.7);\n    z-index:999999;\n}\n\n#zohoPopup.active{\n    display:flex;\n}\n\n\/* Popup *\/\n#zohoPopup .popup-content{\n    position:relative;\n    width:640px;\n    height:340px;\n    background:#fff;\n    border-radius:12px;\n    overflow:hidden;\n    box-shadow:0 20px 50px rgba(0,0,0,.25);\n}\n\n\/* Close button *\/\n#zohoPopup .close-popup{\n    position:absolute;\n    top:10px;\n    right:15px;\n    font-size:28px;\n    cursor:pointer;\n    z-index:999;\n}\n\n\/* Iframe *\/\n#zohoPopup iframe{\n    display:block;\n    width:610px;\n    height:310px;\n    margin:15px;\n    border:0;\n}\n\n\/* Mobile *\/\n@media(max-width:768px){\n\n    #zohoPopup .popup-content{\n        width:95%;\n        height:360px;\n    }\n\n    #zohoPopup iframe{\n        width:100%;\n        height:310px;\n        margin:0;\n    }\n\n}\n<\/style>\n<div id=\"zohoPopup\" class=\"popup-overlay\">\n    <div class=\"popup-content\">\n        <span class=\"close-popup\">\u00d7<\/span>\n\n        <iframe\n            src=\"https:\/\/crm.zoho.in\/crm\/WebFormServeServlet?rid=a3b5275600a079a4a8553f2beb9e4365678d800db4df4bf4b7f5c01ea36f4abddb125a3133df1d031748acdae814e45dgide21daca75c88411024e4e4345f0a1d825c2418badb3144260fa99b99141ea933\"\n            scrolling=\"yes\"\n            allowfullscreen><\/iframe>\n\n    <\/div>\n<\/div>\n<script type=\"text\/javascript\">\njQuery(function ($) {\n\n    $('#openForm').on('click', function (e) {\n        e.preventDefault();\n        $('#zohoPopup').addClass('active');\n    });\n\n    $('.close-popup').on('click', function () {\n        $('#zohoPopup').removeClass('active');\n    });\n\n    $('#zohoPopup').on('click', function (e) {\n        if ($(e.target).is('#zohoPopup')) {\n            $('#zohoPopup').removeClass('active');\n        }\n    });\n\n});\n<\/script>\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-e70631d e-flex e-con-boxed e-con e-parent\" data-id=\"e70631d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc93e09 elementor-widget elementor-widget-heading\" data-id=\"bc93e09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00c0 propos de l'auteur<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e28c675 elementor-widget elementor-widget-heading\" data-id=\"e28c675\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">R\u00e9dig\u00e9 par la direction de Carmatec<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-54a641d e-con-full e-grid e-con e-child\" data-id=\"54a641d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43df8c2 elementor-widget elementor-widget-image\" data-id=\"43df8c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1.png\" class=\"attachment-full size-full wp-image-55291\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1.png 512w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-300x300.png 300w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-12x12.png 12w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-284x284.png 284w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22ded0a e-con-full e-flex e-con e-child\" data-id=\"22ded0a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-168b82e elementor-widget elementor-widget-text-editor\" data-id=\"168b82e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>PDG du groupe et architecte de solutions d'IA d'entreprise, Carmatec<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84bc1af elementor-widget elementor-widget-heading\" data-id=\"84bc1af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.carmatec.com\/fr_fr\/experts\/aromal\/\">Aromal Rajagopal<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ff3975 elementor-widget elementor-widget-text-editor\" data-id=\"0ff3975\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Aromal est un entrepreneur dans le domaine des technologies et un architecte sp\u00e9cialis\u00e9 dans l'IA d'entreprise, fort de plus de 25 ans d'exp\u00e9rience dans les domaines de l'ing\u00e9nierie logicielle, des infrastructures cloud, de l'exploitation des centres de donn\u00e9es et de la transformation des entreprises. En tant que PDG du groupe, il participe activement \u00e0 la conception des plateformes d\u2019IA d\u2019entreprise, des syst\u00e8mes multi-agents et des applications bas\u00e9es sur la connaissance que Carmatec d\u00e9veloppe sous sa direction \u2014 notamment les syst\u00e8mes RAG et les syst\u00e8mes de connaissance d\u2019entreprise sur lesquels porte ce rapport de r\u00e9f\u00e9rence. Ses priorit\u00e9s techniques actuelles portent sur la g\u00e9n\u00e9ration augment\u00e9e par la recherche (RAG), l\u2019orchestration des agents, les int\u00e9grations du protocole Model Context Protocol, ainsi que la gouvernance de l\u2019IA et la pr\u00e9paration \u00e0 la mise en production.<\/p>\t\t\t\t\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\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Home\u203aWhiatepapers\u203aRAG Benchmark Whitepaper Engineering Whitepaper Retrieval-Augmented Generation for Enterprise Knowledge A real-world benchmark from the Goalz.Work Knowledge Pipeline: 93.3% Recall@1 across a 556-chunk, 7-document corpus \u2014 at a total processing cost of $0.18 USD. Download the Whitepaper See the Results 93.3% Recall@1 $0.18 Total processing cost 556 Chunks \/ 7 documents Recall@1 \/ @3 \/ [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":55763,"parent":55314,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-55312","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/pages\/55312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/comments?post=55312"}],"version-history":[{"count":150,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/pages\/55312\/revisions"}],"predecessor-version":[{"id":55764,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/pages\/55312\/revisions\/55764"}],"up":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/pages\/55314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/media\/55763"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/fr_fr\/wp-json\/wp\/v2\/media?parent=55312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}