{"id":8242,"date":"2025-03-11T17:35:59","date_gmt":"2025-03-11T17:35:59","guid":{"rendered":"https:\/\/intuceo.com\/?post_type=case-study&#038;p=8242"},"modified":"2026-09-24T12:01:06","modified_gmt":"2026-09-24T12:01:06","slug":"engineering-productivity-technical-knowledge-search","status":"publish","type":"case-study","link":"https:\/\/puffertech.com\/clients\/intuceo\/use-cases\/engineering-productivity-technical-knowledge-search\/","title":{"rendered":"Engineering Productivity \u2013 Technical Knowledge Search"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8242\" class=\"elementor elementor-8242\" data-elementor-post-type=\"case-study\">\n\t\t\t\t<div class=\"elementor-element elementor-element-850b9c8 e-flex e-con-boxed e-con e-parent\" data-id=\"850b9c8\" 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-94f0b74 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"94f0b74\" 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\">Improving the speed of relevance of\ntechnical knowledge search <\/h2>\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-6f03752 e-flex e-con-boxed e-con e-parent\" data-id=\"6f03752\" 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-a17b041 e-con-full e-flex e-con e-child\" data-id=\"a17b041\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f151da elementor-widget elementor-widget-heading\" data-id=\"5f151da\" 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\">Key Benefits &amp; Features<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-078b55a elementor-widget__width-initial elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"078b55a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">The solution lists the 10 most similar documents based on a search query. The total search time has been reduced from minutes to seconds and relevance has been optimized.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">The solution was integrated into the client\u2019s enterprise knowledge system.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">The client has knowledge on demand that increases the productivity and capabilities of its engineers, ensures a consistent engineering process, and prevents recurring errors<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dc6cfd1 e-con-full e-flex e-con e-child\" data-id=\"dc6cfd1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ce87192 elementor-widget elementor-widget-image\" data-id=\"ce87192\" 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=\"550\" height=\"367\" src=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Key-Benefits-Features.png\" class=\"attachment-full size-full wp-image-18967\" alt=\"\" srcset=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Key-Benefits-Features.png 550w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Key-Benefits-Features-300x200.png 300w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/>\t\t\t\t\t\t\t\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-7226256 e-flex e-con-boxed e-con e-parent\" data-id=\"7226256\" 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-73e355d e-con-full e-flex e-con e-child\" data-id=\"73e355d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-30a823b elementor-widget elementor-widget-image\" data-id=\"30a823b\" 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 decoding=\"async\" width=\"1448\" height=\"1086\" src=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Similarity-score-ranking-visualization.png\" class=\"attachment-full size-full wp-image-18966\" alt=\"\" srcset=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Similarity-score-ranking-visualization.png 1448w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Similarity-score-ranking-visualization-300x225.png 300w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Similarity-score-ranking-visualization-1024x768.png 1024w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2025\/03\/Similarity-score-ranking-visualization-768x576.png 768w\" sizes=\"(max-width: 1448px) 100vw, 1448px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab7eb07 e-con-full e-flex e-con e-child\" data-id=\"ab7eb07\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56c2410 elementor-widget elementor-widget-heading\" data-id=\"56c2410\" 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\">Intuceo Managed Analytics Solutions for Engineering Productivity\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63d805a elementor-widget__width-initial elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"63d805a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">With 94,344 documents provides by the client, 10,000 were used to develop a model that quickly and accurately searched unstructured data in kpacs. <\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-check-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256c0 136.967-111.033 248-248 248S8 392.967 8 256 119.033 8 256 8s248 111.033 248 248zM227.314 387.314l184-184c6.248-6.248 6.248-16.379 0-22.627l-22.627-22.627c-6.248-6.249-16.379-6.249-22.628 0L216 308.118l-70.059-70.059c-6.248-6.248-16.379-6.248-22.628 0l-22.627 22.627c-6.248 6.248-6.248 16.379 0 22.627l104 104c6.249 6.249 16.379 6.249 22.628.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">The Intuceo team stemmed related terms, removed unnecessary punctuation, replaced original content with dictionary terms, constructed a tf-idf matrix and filtered out terms that did not occur frequently across documents<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-fa5c8ae e-flex e-con-boxed e-con e-parent\" data-id=\"fa5c8ae\" 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-2bc07bf e-con-full e-flex e-con e-child\" data-id=\"2bc07bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73a61d7 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"73a61d7\" 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\">The Intuceo <b>Predictive Analytics Platform <\/b>utilizes open source big data technologies with accelerators for Data Engineering, Predictive Analytics, and Visualization solutions to solve complex\nBusiness Challenges<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fde42f6 e-con-full e-flex e-con e-child\" data-id=\"fde42f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3f93e1 elementor-widget elementor-widget-image\" data-id=\"c3f93e1\" 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 decoding=\"async\" width=\"1896\" height=\"537\" src=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437.png\" class=\"attachment-full size-full wp-image-18935\" alt=\"\" srcset=\"https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437.png 1896w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437-300x85.png 300w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437-1024x290.png 1024w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437-768x218.png 768w, https:\/\/puffertech.com\/clients\/intuceo\/wp-content\/uploads\/2026\/03\/Predictive-analytics-platform-banner-design-e1784806521437-1536x435.png 1536w\" sizes=\"(max-width: 1896px) 100vw, 1896px\" \/>\t\t\t\t\t\t\t\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-7c341ba e-con-full e-flex e-con e-child\" data-id=\"7c341ba\" 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-086db3a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"086db3a\" 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\">Download the complete implementation guide and key metrics<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb6bf57 e-con-full e-flex e-con e-child\" data-id=\"bb6bf57\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67f82b9 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"67f82b9\" 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:\/\/245228077.fs1.hubspotusercontent-na2.net\/hubfs\/245228077\/Case%20Study%20Documents\/CS%20-%20Engineering%20Productivity%20%E2%80%93%20Technical%20Knowledge%20Search.pdf\">\n\t\t\t\t\t\t<span 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