{"id":55314,"date":"2026-07-29T05:10:45","date_gmt":"2026-07-29T05:10:45","guid":{"rendered":"https:\/\/www.carmatec.com\/?page_id=55314"},"modified":"2026-07-31T14:57:05","modified_gmt":"2026-07-31T14:57:05","slug":"whitepapers","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/it_it\/whitepapers\/","title":{"rendered":"Whitepapers"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"55314\" class=\"elementor elementor-55314\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00ec6d0 e-flex e-con-boxed e-con e-parent\" data-id=\"00ec6d0\" 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-b742b36 elementor-widget elementor-widget-text-editor\" data-id=\"b742b36\" 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><a href=\"\/it_it\/\">Casa<\/a><span class=\"sep\">\u203a<\/span><span class=\"current\">Whitepapers<\/span><\/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-bfea960 e-flex e-con-boxed e-con e-parent\" data-id=\"bfea960\" 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-ba53152 elementor-widget elementor-widget-heading\" data-id=\"ba53152\" 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\">Risorse<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05e9908 elementor-widget elementor-widget-heading\" data-id=\"05e9908\" 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\">Whitepapers<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c2fb88 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"2c2fb88\" 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>Engineering-led research from real Carmatec projects \u2014 reproducible benchmarks, honestly reported results, and the technical lessons behind them.<\/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-d066129 e-flex e-con-boxed e-con e-parent\" data-id=\"d066129\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<a class=\"elementor-element elementor-element-35c30cb e-con-full e-grid e-transform e-con e-child\" data-id=\"35c30cb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_transform_translateY_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:-2,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateX_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;_transform_translateY_effect_hover_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" href=\"\/it_it\/whitepapers\/rag-benchmark-whitepaper\/\">\n\t\t<div class=\"elementor-element elementor-element-3bc4f64 e-con-full e-flex e-con e-child\" data-id=\"3bc4f64\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7875776 elementor-widget elementor-widget-text-editor\" data-id=\"7875776\" 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 class=\"wp-meta\">Engineering Whitepaper<span class=\"dot\"><\/span>July 2026<span class=\"dot\"><\/span>Aroma Rajagopal<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fd9852 elementor-widget elementor-widget-heading\" data-id=\"9fd9852\" 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\">Retrieval-Augmented Generation for Enterprise Knowledge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8204e11 elementor-widget elementor-widget-heading\" data-id=\"8204e11\" 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\">A Real-World Benchmark from the Goalz.Work Knowledge Pipeline<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c521371 elementor-widget elementor-widget-text-editor\" data-id=\"c521371\" 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>93.3% Recall@1 retrieving the correct source document across a 556-chunk, 7-document real-world corpus \u2014 processed for approximately $0.18. Every claim backed by a reproducible pipeline run, including an honestly reported negative result.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f2e736f e-con-full e-flex e-con e-child\" data-id=\"f2e736f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0c00da0 e-con-full e-flex e-con e-child\" data-id=\"0c00da0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-946e431 elementor-widget elementor-widget-heading\" data-id=\"946e431\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">93.3<span>%<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b48fcf elementor-widget elementor-widget-text-editor\" data-id=\"8b48fcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recall@1<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62368a6 e-con-full e-flex e-con e-child\" data-id=\"62368a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f5a6df elementor-widget elementor-widget-heading\" data-id=\"5f5a6df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span>$<\/span>0.18<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4792d44 elementor-widget elementor-widget-text-editor\" data-id=\"4792d44\" 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>Processing cost<\/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-eada5be e-con-full e-flex e-con e-child\" data-id=\"eada5be\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6c6455 elementor-widget elementor-widget-heading\" data-id=\"c6c6455\" 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-6c20171 elementor-widget elementor-widget-text-editor\" data-id=\"6c20171\" 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>Chunks \/ 7 documents\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-12e3fff e-con-full e-flex e-con e-child\" data-id=\"12e3fff\" 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-19e5a6a e-con-full e-flex e-con e-child\" data-id=\"19e5a6a\" 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-7a41c80 elementor-widget elementor-widget-heading\" data-id=\"7a41c80\" 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>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04d04a2 elementor-widget elementor-widget-text-editor\" data-id=\"04d04a2\" 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>Recall@1<\/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<\/a>\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\u203aWhitepapers Resources Whitepapers Engineering-led research from real Carmatec projects \u2014 reproducible benchmarks, honestly reported results, and the technical lessons behind them. Engineering WhitepaperJuly 2026Aromal Rajagopal Retrieval-Augmented Generation for Enterprise Knowledge A Real-World Benchmark from the Goalz.Work Knowledge Pipeline 93.3% Recall@1 retrieving the correct source document across a 556-chunk, 7-document real-world corpus \u2014 processed for approximately [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-55314","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/pages\/55314","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/comments?post=55314"}],"version-history":[{"count":71,"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/pages\/55314\/revisions"}],"predecessor-version":[{"id":55614,"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/pages\/55314\/revisions\/55614"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/it_it\/wp-json\/wp\/v2\/media?parent=55314"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}