{"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":"rag-benchmark-whitepaper","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/de\/whitepapers\/rag-benchmark-whitepaper\/","title":{"rendered":"RAG-Benchmark-Whitepaper"},"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=\"\/de\/\">Heim<\/a><span class=\"sep\">\u203a<\/span><a href=\"\/de\/whitepapers\/\">Whitepapers<\/a><span class=\"sep\">\u203a<\/span><span class=\"current\">RAG-Benchmark-Whitepaper<\/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\">Technisches Whitepaper\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\">Retrieval-Augmented Generation f\u00fcr <span class=\"highlight\">Unternehmenswissen<\/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>Ein praxisnaher Benchmark aus der Goalz.Work Knowledge Pipeline: 93,31 TP3T Recall@1 bei einem Korpus mit 556 Chunks und 7 Dokumenten \u2013 bei Gesamtverarbeitungskosten von 1 TP4T0,18 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\">Whitepaper herunterladen<\/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\">Ergebnisse anzeigen<\/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>R\u00fcckruf@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>Gesamtbearbeitungskosten<\/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>Teile \/ 7 Dokumente\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\">R\u00fcckruf@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\">Mittlerer reziproker Rang\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\">Korpusgr\u00f6\u00dfe\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 Dokumente<\/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\">Gesamtkosten<\/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\">Zusammenfassung<\/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\">Echte, reproduzierbare Ergebnisse \u2013 keine simulierten Benchmarks<\/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>Das Entwicklerteam von Carmatec hat eine produktionsorientierte RAG-Pipeline mit dem Codenamen \u201eKnowledge Pipeline\u201c entwickelt und getestet, um die unternehmenseigenen Dokumente \u00fcber MCP f\u00fcr KI-Assistenten durchsuchbar und auswertbar zu machen.<\/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>Dokumente<\/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 abrufbare Textabschnitte\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>R\u00fcckruf@1, @3 und @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>Mittlerer reziproker Rang<\/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>Gesamtbearbeitungskosten, USD\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\">So wird es gebaut<\/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\">Ein selbst gehosteter Stack, der auf jeder Ebene speziell f\u00fcr diesen Zweck entwickelt wurde\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>Vier spezialisierte Datenspeicher, die ausschlie\u00dflich \u00fcber APIs und Nachrichtenwarteschlangen miteinander verbunden sind \u2013 niemals \u00fcber direkten Datenbankzugriff \u2013, sodass sich die Pipeline unabh\u00e4ngig von der Kernanwendung weiterentwickelt.<\/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\">Warteschlange<\/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\tDie Massen\u00fcbernahme l\u00e4uft vollst\u00e4ndig \u00fcber die Nachrichtenwarteschlange ab \u2013 egal, ob es sich um ein Dokument oder um zehntausend handelt, es wird immer derselbe Codepfad verwendet.\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\">Vektoren<\/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\tSpeziell entwickelte Vektor\u00e4hnlichkeitssuche \u00fcber Einbettungen mit Metadatenfilterung.\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\">Grafik<\/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\tStellt Dokumente und Abschnitte als Knoten und ihre Beziehungen als Kanten dar.\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\">Gesch\u00e4ft<\/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\tSpeicherung von Dokumenten und Chunks neben der CakePHP-Kernanwendung.\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\">F\u00fcnf Schritte, jedes Dokument\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\tParsen\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\tDie Struktur wird deterministisch extrahiert, sofern das Format dies zul\u00e4sst.\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\tChunking\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\t12.5%-\u00dcberlappung zwischen benachbarten Chunks, um \u201eContext-Cliff\u201c-Fehler zu vermeiden.\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\tBereicherung\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\tDie von LLM generierten \u00dcberschriften und Schl\u00fcsselw\u00f6rter ordnen jeden Abschnitt in einen Kontext ein.\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\tEinbettung + Speicherung\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\tGemini-Aufgabentyp-Parameter, die explizit f\u00fcr die asymmetrische Optimierung festgelegt wurden.\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\">Im Vergleich<\/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\">Auf Augenh\u00f6he mit \u2013 oder sogar besser als \u2013 die ver\u00f6ffentlichten Branchenzahlen<\/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>Bei 14 von 15 Suchanfragen wurde das erwartete Quelldokument als oberstes Ergebnis angezeigt, gemessen anhand eines echten, kuratierten First-Party-Korpus.\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\">Naives RAG (Industrie, 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\">Webdesigner<\/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\">Hybride Abfrage (Industrie, ~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\">Webdesigner<\/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\">Carmatec-Wissenspipeline<\/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\">Webdesigner<\/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\">Nein.<\/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\">Ehrlich gemeldetes negatives Ergebnis:<\/strong> Ein Ablationstest der von Anthropic entwickelten \u201cContextual Retrieval\u201d-Technik ergab bei diesem Korpus keinen messbaren Genauigkeitsgewinn \u2013 da sich die sieben Dokumente thematisch bereits deutlich voneinander unterscheiden. Wir erwarten einen messbaren Nutzen bei gr\u00f6\u00dferen, homogeneren Korpora und planen, den Test dann erneut durchzuf\u00fchren.<\/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\">Aus dem Build<\/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\">Technische Erkenntnisse \u2013 solche, die man nur durch die Umsetzung von Projekten gewinnt<\/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>Jeder einzelne davon wurde durch Tests an einem realen System aufgedeckt und nicht einfach als gegeben vorausgesetzt.<\/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>Die Einbettungs-API von Gemini akzeptiert stillschweigend Anfragen, bei denen der Parameter \u201etask-type\u201c fehlt \u2013 das kann leicht \u00fcbersehen werden, wenn man die Dokumentation des Anbieters nicht direkt liest.<\/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 lehnt frei formatierte Zeichenfolgen-Bezeichner grunds\u00e4tzlich ab; Punkt-IDs m\u00fcssen entweder eine UUID oder eine vorzeichenlose Ganzzahl sein.<\/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>Der Dead-Letter-Routing-Schl\u00fcssel einer Nachrichtenwarteschlange muss den urspr\u00fcnglichen Routing-Schl\u00fcssel beibehalten \u2013 eine Platzhalter-\u00dcberschreibung funktioniert bei der erneuten Zustellung nicht als Platzhalter.<\/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>Nicht jedes echte Dokument ist wohlgeformtes Markdown \u2013 eine Spezifikation f\u00fcr einfachen Text lieferte \u00fcberhaupt keine Chunks, bis ein Fallback-Pfad hinzugef\u00fcgt wurde.<\/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>Test-Fixtures und reale Daten d\u00fcrfen niemals denselben Identifikator-Namensraum nutzen \u2013 eine Kollision f\u00fchrte einmal dazu, dass bei der Bereinigung nach dem Test reale Daten gel\u00f6scht wurden.<\/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\">Geltungsbereich<\/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\">Von Grund auf branchenunabh\u00e4ngig konzipiert<\/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>Die Kategorisierung von Dokumenten basiert auf Daten und nicht auf fest programmierter Logik \u2013 dieselbe Architektur gilt f\u00fcr jede Organisation, die gro\u00dfe Mengen an unstrukturiertem Wissen verwaltet.<\/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\">IT-Dienstleistungen\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>Unterst\u00fctzung bei Architekturentscheidungen auf der Grundlage fr\u00fcherer Entw\u00fcrfe und Sch\u00e4tzungen.<\/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\">Rechtsberatung<\/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 nach Vertragsklauseln und Pr\u00e4zedenzf\u00e4llen in der eigenen Fallhistorie der Kanzlei.\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\">Gesundheitspflege\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 zu klinischen Protokollen und Standardarbeitsanweisungen auf der Grundlage dokumentierter Verfahren.<\/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\">Finanzdienstleistungen<\/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>Einhaltung gesetzlicher Vorschriften und Abruf von Informationen aus dem Pr\u00fcfpfad.<\/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\">Herstellung<\/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>Abruf von Arbeitsanweisungen und Ger\u00e4tehandb\u00fcchern in der Fertigung.<\/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\">Personalwesen &amp; People Ops<\/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>Eine Suche nach Richtlinien, die auch bei \u00c4nderungen an den Dokumenten pr\u00e4zise bleibt.<\/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\">Ausbildung<\/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>Abruf von Lehrpl\u00e4nen und Kursmaterialien aus einer Inhaltsbibliothek.<\/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\">Regierung<\/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 nach Vorschriften und Richtlinien mit vollst\u00e4ndiger R\u00fcckverfolgbarkeit der Quellen.<\/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\">Wie geht es weiter?<\/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\">Systematische, wohl\u00fcberlegte n\u00e4chste Schritte<\/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>Neubewertung und hybride Suche (Schl\u00fcsselwort + Vektor) \u2013 der aktuelle Produktionsstandard als Ausgangsbasis f\u00fcr weitere Genauigkeitsgewinne.\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>Ein gr\u00f6\u00dferes, heterogeneres Eingabekorpus, um die Ablation der kontextuellen Anreicherung erneut zu testen.\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>Durchsetzung von Berechtigungen zum Zeitpunkt des Abrufs, wodurch eine potenzielle L\u00fccke in der Zugriffskontrolle geschlossen wird, die bei der Entwurfspr\u00fcfung festgestellt wurde.<\/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>OCR-Erfassung f\u00fcr gescannte und bildbasierte Dokumente, bereits auf Anwendungsf\u00e4lle im Zusammenhang mit Mitarbeiterdokumenten ausgerichtet.<\/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>Replikation der Staging- und Produktionsinfrastruktur, bewusst erst nach diesem Test durchgef\u00fchrt.<\/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\">Laden Sie das vollst\u00e4ndige Whitepaper herunter<\/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>Jede Behauptung st\u00fctzt sich auf einen tats\u00e4chlichen, reproduzierbaren Pipeline-Lauf und unabh\u00e4ngig \u00fcberpr\u00fcfte Abfragen.<\/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=\"\/de\/kontaktiere-uns\/\">\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\">PDF herunterladen<\/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=\"\/de\/kontaktiere-uns\/\">\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\">Sprechen Sie mit unserem Ingenieurteam<\/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\">\u00dcber den Autor<\/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\">Verfasst von der Gesch\u00e4ftsleitung von 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>Konzern-CEO und Architekt f\u00fcr Unternehmens-KI-L\u00f6sungen, 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\/de\/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 ist Technologieunternehmer und KI-Architekt f\u00fcr Unternehmen mit mehr als 25 Jahren Erfahrung in den Bereichen Softwareentwicklung, Cloud-Infrastruktur, Rechenzentrumsbetrieb und Gesch\u00e4ftstransformation. Als Group CEO ist er ma\u00dfgeblich an der Konzeption der Unternehmens-KI-Plattformen, Multi-Agenten-Systeme und wissensbasierten Anwendungen beteiligt, deren Entwicklung er bei Carmatec leitet \u2013 darunter auch die RAG- und Unternehmenswissenssysteme, die in diesem Benchmark-Bericht behandelt werden. Sein aktueller technischer Schwerpunkt umfasst Retrieval-Augmented Generation, Agentenorchestrierung, Integrationen des Model Context Protocol sowie KI-Governance und Produktionsreife.<\/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\/de\/wp-json\/wp\/v2\/pages\/55312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/comments?post=55312"}],"version-history":[{"count":150,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/pages\/55312\/revisions"}],"predecessor-version":[{"id":55764,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/pages\/55312\/revisions\/55764"}],"up":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/pages\/55314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/media\/55763"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/de\/wp-json\/wp\/v2\/media?parent=55312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}