{"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":"vitbok-om-rag-benchmark","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/sv\/whitepapers\/rag-benchmark-whitepaper\/","title":{"rendered":"RAG Benchmark \u2013 vitbok"},"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=\"\/sv\/\">Hem<\/a><span class=\"sep\">\u203a<\/span><a href=\"\/sv\/vitbocker\/\">Vitb\u00f6cker<\/a><span class=\"sep\">\u203a<\/span><span class=\"current\">RAG Benchmark \u2013 vitbok<\/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\">Teknisk rapport\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\">Generering med st\u00f6d av \u00e5tervinning f\u00f6r <span class=\"highlight\">F\u00f6retags kunskap<\/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>Ett verklighetsbaserat j\u00e4mf\u00f6relsetest fr\u00e5n Goalz.Works Knowledge Pipeline: 93,31 TP3T Recall@1 f\u00f6r ett korpus best\u00e5ende av 556 chunkar och 7 dokument \u2014 till en total bearbetningskostnad p\u00e5 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\">Ladda ner vitboken<\/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\">Se resultaten<\/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>\u00c5terkallelse@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>Totala bearbetningskostnader<\/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>Delar \/ 7 dokument\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\">\u00c5terkallelse@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\">Medelv\u00e4rde f\u00f6r den reciproka rangordningen\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\">Corpusstorlek\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 dokument<\/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\">Total kostnad<\/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\">Sammanfattning<\/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\">Verkliga, reproducerbara resultat \u2013 inte simulerade j\u00e4mf\u00f6relsetester<\/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>Carmatecs teknikteam har utvecklat och utv\u00e4rderat en produktionsinriktad RAG-pipeline, med kodnamnet Knowledge Pipeline, f\u00f6r att g\u00f6ra organisationens egna dokument s\u00f6kbara och m\u00f6jligg\u00f6ra att AI-assistenter kan analysera dem 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>dokument<\/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 textavsnitt som g\u00e5r att h\u00e4mta\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>\u00c5terkallning@1, @3 och @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>Medelv\u00e4rde f\u00f6r den reciproka rangordningen<\/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>Total bearbetningskostnad, 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\">Hur den \u00e4r konstruerad<\/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\">En egenhostad plattform, specialutvecklad p\u00e5 varje niv\u00e5\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>Fyra specialiserade datalager, som endast \u00e4r kopplade till varandra via API:er och meddelandek\u00f6er \u2013 aldrig direkt databas\u00e5tkomst \u2013 s\u00e5 att pipelinen kan utvecklas oberoende av k\u00e4rnapplikationen.<\/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\">K\u00f6<\/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\tMassinl\u00e4sning sker helt och h\u00e5llet via meddelandek\u00f6n \u2013 oavsett om det g\u00e4ller ett dokument eller tiotusen s\u00e5 anv\u00e4nds samma kodv\u00e4g.\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\">Vektorer<\/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\tEn specialutvecklad s\u00f6kfunktion f\u00f6r vektorlikhet baserad p\u00e5 inb\u00e4ddningar, med filtrering av metadata.\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\">Diagram<\/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\tVisar dokument och avsnitt som noder och deras relationer som kanter.\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\">Butik<\/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\tLagring av dokument och dataenheter tillsammans med CakePHP-k\u00e4rnapplikationen.\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\">Fem steg, varje 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\tAnalys\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\tStrukturen extraheras deterministiskt d\u00e4r formatet till\u00e5ter det.\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%-\u00f6verlappning mellan intilliggande block f\u00f6r att undvika \u201dcontext-cliff\u201d-fel.\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\tBerikning\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\tDe rubriker och nyckelord som genereras av LLM placerar varje avsnitt i sitt sammanhang.\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\tInb\u00e4ddning + lagring\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\tParametrar av typen \u201dGemini\u201d som st\u00e4llts in uttryckligen f\u00f6r asymmetrisk optimering.\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\">J\u00e4mf\u00f6rt med branschstandard<\/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\">I niv\u00e5 med \u2013 eller b\u00e4ttre \u00e4n \u2013 publicerade branschuppgifter<\/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>I 14 av 15 s\u00f6kningar visades det f\u00f6rv\u00e4ntade k\u00e4lldokumentet som det h\u00f6gst rankade resultatet, m\u00e4tt mot ett verkligt, sammanst\u00e4llt f\u00f6rstahandskorpus.\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\">Naiv RAG (industri, 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\">Webbdesigner<\/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\">Hybridh\u00e4mtning (bransch, ~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\">Webbdesigner<\/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\">Carmatecs kunskapsfl\u00f6de<\/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\">Webbdesigner<\/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\">Nej.<\/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\">Ett \u00e4rligt redovisat negativt resultat:<\/strong> Ett ablationstest av Anthropics teknik f\u00f6r \u201ckontextuell s\u00f6kning\u201d visade ingen m\u00e4tbar f\u00f6rb\u00e4ttring av tr\u00e4ffs\u00e4kerheten p\u00e5 detta korpus \u2013 eftersom vart och ett av de sju dokumenten redan \u00e4r tematiskt distinkt. Vi f\u00f6rv\u00e4ntar oss en m\u00e4tbar f\u00f6rb\u00e4ttring p\u00e5 st\u00f6rre, mer homogena korpusar och planerar att g\u00f6ra ett nytt test d\u00e5.<\/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\">Fr\u00e5n byggprocessen<\/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\">Tekniska l\u00e4rdomar \u2013 av det slag som man bara l\u00e4r sig genom att sl\u00e4ppa produkter<\/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>Var och en av dessa uppt\u00e4cktes genom tester mot ett verkligt system, inte genom antaganden.<\/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>Gemini:s inb\u00e4ddnings-API accepterar utan att ge n\u00e5gon varning f\u00f6rfr\u00e5gningar d\u00e4r parametern f\u00f6r uppgiftstyp saknas \u2014 n\u00e5got som \u00e4r l\u00e4tt att missa om man inte l\u00e4ser leverant\u00f6rens dokumentation direkt.<\/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 till\u00e5ter inte str\u00e4ngidentifierare i fri form \u00f6verhuvudtaget; punkt-ID:n m\u00e5ste vara ett UUID eller ett heltal utan tecken.<\/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>En meddelandek\u00f6s \u201ddead-letter\u201d-routeringsnyckel m\u00e5ste beh\u00e5lla den ursprungliga routeringsnyckeln \u2013 en jokertecken\u00f6verskrivning fungerar inte som ett jokertecken vid \u00e5terleverans.<\/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>Inte alla riktiga dokument \u00e4r korrekt formaterade enligt Markdown \u2013 en specifikation f\u00f6r ren text genererade inga segment alls f\u00f6rr\u00e4n en reservl\u00f6sning lades till.<\/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>Testuppst\u00e4llningar och verkliga data f\u00e5r aldrig dela samma identifieringsnamnomr\u00e5de \u2013 en kollision ledde en g\u00e5ng till att verkliga data raderades i samband med testuppst\u00e4dningen.<\/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\">Till\u00e4mpningsomr\u00e5de<\/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\">Utformad f\u00f6r att fungera i alla branscher<\/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>Dokumentkategorisering bygger p\u00e5 data, inte p\u00e5 fastkodad logik \u2013 samma arkitektur g\u00e4ller f\u00f6r alla organisationer som hanterar stora m\u00e4ngder ostrukturerad kunskap.<\/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-tj\u00e4nster\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>St\u00f6d f\u00f6r arkitekturbeslut baserat p\u00e5 tidigare konstruktioner och ber\u00e4kningar.<\/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\">Juridiska tj\u00e4nster<\/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>S\u00f6kning efter avtalsklausuler och prejudikat i f\u00f6retagets egna tidigare \u00e4renden.\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\">Sjukv\u00e5rd\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>S\u00f6kning efter kliniska protokoll och standardrutiner (SOP) baserad p\u00e5 dokumenterade f\u00f6rfaranden.<\/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\">Finansiella tj\u00e4nster<\/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>Efterlevnad av regelverk och \u00e5terh\u00e4mtning av information ur revisionssp\u00e5r.<\/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\">Tillverkning<\/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>\u00c5tkomst till standardrutiner och bruksanvisningar f\u00f6r utrustning p\u00e5 verkstadsgolvet.<\/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\">HR och personaladministration<\/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>En s\u00f6kfunktion f\u00f6r policyer som f\u00f6rblir korrekt \u00e4ven n\u00e4r dokumenten \u00e4ndras.<\/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\">Utbildning<\/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>S\u00f6kning efter l\u00e4roplaner och kursmaterial i ett inneh\u00e5llsbibliotek.<\/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\">Regeringen<\/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>S\u00f6kning efter f\u00f6rordningar och riktlinjer med fullst\u00e4ndig sp\u00e5rbarhet till k\u00e4llan.<\/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\">Vad h\u00e4nder h\u00e4rn\u00e4st?<\/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\">Systematiska, v\u00e4l genomt\u00e4nkta n\u00e4sta steg<\/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>Omrankning och hybrids\u00f6kning (nyckelord + vektor) \u2013 den nuvarande standarden i produktionsmilj\u00f6n f\u00f6r ytterligare f\u00f6rb\u00e4ttringar av tr\u00e4ffs\u00e4kerheten.\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>Ett st\u00f6rre och mer heterogent intagskorpus f\u00f6r att p\u00e5 nytt testa borttagningen av kontextuell berikning.\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>Genomf\u00f6rande av beh\u00f6righetskontroll vid h\u00e4mtningstidpunkten, vilket \u00e5tg\u00e4rdar en potentiell brist i \u00e5tkomstkontrollen som identifierades under konstruktionsgranskningen.<\/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-inl\u00e4sning av skannade och bildbaserade dokument, redan anpassad f\u00f6r anv\u00e4ndningsfall med personaldokument.<\/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>Replikering av infrastrukturen f\u00f6r iscens\u00e4ttning och produktion, som medvetet planerats att ske efter detta test.<\/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\">Ladda ner hela rapporten<\/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>Varje p\u00e5st\u00e5ende st\u00f6ds av en verklig, reproducerbar pipelinek\u00f6rning och oberoende verifierade s\u00f6kfr\u00e5gor.<\/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=\"\/sv\/kontakta-oss\/\">\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\">Ladda ner 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=\"\/sv\/kontakta-oss\/\">\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\">Kontakta v\u00e5rt teknikteam<\/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\">Om f\u00f6rfattaren<\/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\">F\u00f6rfattat av Carmatecs ledning<\/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>Koncern-VD och arkitekt f\u00f6r AI-l\u00f6sningar f\u00f6r f\u00f6retag, 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\/sv\/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 \u00e4r en teknikentrepren\u00f6r och AI-arkitekt f\u00f6r f\u00f6retag med mer \u00e4n 25 \u00e5rs erfarenhet inom mjukvaruutveckling, molninfrastruktur, drift av datacenter och aff\u00e4rstransformation. Som koncern-VD \u00e4r han aktivt delaktig i utformningen av de AI-plattformar f\u00f6r f\u00f6retag, multiagent-system och kunskapsdrivna applikationer som han leder Carmatec i utvecklingen av \u2013 inklusive de RAG- och f\u00f6retagskunskapssystem som denna benchmarkrapport handlar om. Hans nuvarande tekniska fokus sp\u00e4nner \u00f6ver Retrieval-Augmented Generation, agentorkestrering, integrationer av Model Context Protocol samt AI-styrning och produktionsberedskap.<\/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\/sv\/wp-json\/wp\/v2\/pages\/55312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/comments?post=55312"}],"version-history":[{"count":150,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/pages\/55312\/revisions"}],"predecessor-version":[{"id":55764,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/pages\/55312\/revisions\/55764"}],"up":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/pages\/55314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/media\/55763"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/sv\/wp-json\/wp\/v2\/media?parent=55312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}