{"id":8125,"date":"2026-01-05T13:15:47","date_gmt":"2026-01-05T12:15:47","guid":{"rendered":"https:\/\/preprod.tkminnovation.io\/tkm-solutions-monitoring-platform-and-services\/tkm-services-consulting-and-research\/data-science-ai-for-technology-monitoring\/"},"modified":"2026-11-03T16:44:23","modified_gmt":"2026-11-03T15:44:23","slug":"ai-technology-monitoring","status":"publish","type":"page","link":"https:\/\/tkminnovation.io\/en\/solutions\/tkm-services-consulting-and-research\/ai-technology-monitoring\/","title":{"rendered":"Data Science | AI for Technology Monitoring"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"8125\" class=\"elementor elementor-8125 elementor-5080\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f02477e e-flex e-con-boxed e-con e-parent\" data-id=\"f02477e\" 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-b6caf4d e-con-full e-flex e-con e-child\" data-id=\"b6caf4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c035250 elementor-widget elementor-widget-heading\" data-id=\"c035250\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Development of customized artificial intelligence models<\/h1>\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-d4c7a53 e-flex e-con-boxed e-con e-parent\" data-id=\"d4c7a53\" 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-06083f0 e-con-full e-flex e-con e-child\" data-id=\"06083f0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78d227f elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"78d227f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Using custom AI for monitoring<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a62d2d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"7a62d2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>TKM&#8217;s R&#038;D team develops high-precision Artificial Intelligence models tailored to your technological and scientific monitoring needs. The goal is to achieve a level of accuracy far superior to generic AI in complex situations\u2014that is, when rule-based systems are no longer sufficient to manage the flow of data generated by monitoring.  <\/p><p><script src=\"\/\/tecknow.automation.webmecanik.com\/focus\/20.js\" type=\"text\/javascript\" charset=\"utf-8\" async=\"async\"><\/script><\/p>\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-60a93a8 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"60a93a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/tkminnovation.io\/en\/contact-tkm-innovation\/\">\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\">Contact a TKM expert<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-109c61c e-flex e-con-boxed e-con e-parent\" data-id=\"109c61c\" 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-3636f94 e-con-full e-flex e-con e-child\" data-id=\"3636f94\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bfde369 elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"bfde369\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"200\" height=\"300\" src=\"https:\/\/tkminnovation.io\/wp-content\/uploads\/2026\/01\/IA-personnalisee-pour-la-veille-TKM-200x300.png\" class=\"attachment-medium size-medium wp-image-8127\" alt=\"TKM AI-powered technology intelligence\" srcset=\"https:\/\/tkminnovation.io\/wp-content\/uploads\/2026\/01\/IA-personnalisee-pour-la-veille-TKM-200x300.png 200w, https:\/\/tkminnovation.io\/wp-content\/uploads\/2026\/01\/IA-personnalisee-pour-la-veille-TKM.png 400w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\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<\/div>\n\t\t<div class=\"elementor-element elementor-element-dbb589f e-con-full e-flex e-con e-child\" data-id=\"dbb589f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9981bff elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"9981bff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The contribution of precision AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a60ab0 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"8a60ab0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Some themes cannot be addressed by explicit rules. Concepts such as sustainability, inclusivity, or eco-responsibility are expressed in multiple forms, through a very heterogeneous vocabulary that can encompass different realities.  <\/p><p>Thanks to our expertise in Data Science, we are able to combine proven artificial intelligence approaches (such as classification, clustering, entity detection) with large-scale language models (LLM).<\/p><p>In these situations, AI acts as an extension of data mining: it analyzes semantic proximities, captures underlying intentions and puts content into perspective.<\/p><p><b>Our models are trained on your customized use cases, in order to take over from expert systems when they reach their limits, while maintaining clear control by business teams.<\/b><\/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-5605b3f e-flex e-con-boxed e-con e-parent\" data-id=\"5605b3f\" 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-eed893c e-con-full e-flex e-con e-child\" data-id=\"eed893c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74c69fc elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"74c69fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">use cases<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c27d27 elementor-widget elementor-widget-image\" data-id=\"0c27d27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" data-src=\"https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4-1024x576.webp\" class=\"attachment-large size-large wp-image-8129 lazyload\" alt=\"Illustration TKM L&apos;oreal\" data-srcset=\"https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4-1024x576.webp 1024w, https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4-300x169.webp 300w, https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4-768x432.webp 768w, https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4-1536x864.webp 1536w, https:\/\/tkminnovation.io\/wp-content\/uploads\/2024\/04\/Images-site-TKM_11zon-4.webp 2048w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\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<\/div>\n\t\t<div class=\"elementor-element elementor-element-2217a8f e-con-full e-flex e-con e-child\" data-id=\"2217a8f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-688ce36 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"688ce36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">L\u2019Or\u00e9al and TKM: high-precision monitoring<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9841759 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"9841759\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Customer problem<\/b><\/p><p>L&#8217;Or\u00e9al wants to quickly identify patents with a high environmental impact among the thousands of publications released annually. Traditional keyword-based or generic AI solutions offer only 30-40% accuracy, which is insufficient for this strategic issue. <\/p><p><b>TKM Solution<\/b><\/p><ul><li>Development of a customized monitoring solution using machine and deep learning models specifically trained on the eco-responsibility criteria defined by L&#8217;Or\u00e9al experts.<\/li><li>The platform automatically identifies relevant patents, regardless of the technical criteria.<\/li><\/ul><p><b>Concrete results<\/b><\/p><ul><li>Weekly notifications of strategic patents and systematic highlighting of \u201cgreen\u201d patents.<\/li><li>Significant time savings and R&#038;D focus on priority environmental areas.<\/li><\/ul>\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-53ff140 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"53ff140\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/tkminnovation.io\/en\/loreal-case-study\/\">\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 xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20.697\" height=\"11.6\" viewBox=\"0 0 20.697 11.6\"><g id=\"Calque_1-2\" transform=\"translate(-8.493 0.139)\"><g id=\"Calque_1-2-2\" data-name=\"Calque_1-2\" transform=\"translate(-0.5 -0.139)\"><path id=\"Trac&#xE9;_778\" data-name=\"Trac&#xE9; 778\" d=\"M23.79,11.6a.5.5,0,0,1-.35-.857L27.967,6.3H9.493a.5.5,0,0,1,0-1H27.967L23.44.857a.5.5,0,1,1,.7-.714l5.4,5.3a.5.5,0,0,1,.112.163h0v0h0v0h0v0h0a.5.5,0,0,1,.029.264v0h0v0h0l0,.021h0v0h0v0h0a.5.5,0,0,1-.131.235l0,0h0l-5.4,5.3A.5.5,0,0,1,23.79,11.6Z\" fill=\"#fff\"><\/path><\/g><\/g><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-862d308 e-flex e-con-boxed e-con e-parent\" data-id=\"862d308\" 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-150345f elementor-widget elementor-widget-heading\" data-id=\"150345f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TKM, expert in precision AI applied to technology monitoring<\/h2>\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-d5a7a66 e-flex e-con-boxed e-con e-parent\" data-id=\"d5a7a66\" 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-c0065d6 elementor-widget elementor-widget-n-accordion\" data-id=\"c0065d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2010\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2010\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why automate the sorting of monitoring information using AI? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2010\" class=\"elementor-element elementor-element-8ea83af e-con-full e-flex e-con e-child\" data-id=\"8ea83af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d14a908 elementor-widget elementor-widget-text-editor\" data-id=\"d14a908\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Automating the sorting of <a href=\"https:\/\/tkminnovation.io\/en\/ai-data-mining\/\" target=\"_blank\" rel=\"noopener\"><b>monitoring information using AI<\/b><\/a> makes it possible to process massive volumes of data while improving the relevance of the results.<\/p><p>The artificial intelligence models developed by TKM significantly<b> reduce informational noise<\/b> by identifying, classifying and prioritizing only the content that is truly useful to your technological and strategic challenges.<\/p><p>This automation offers considerable <b>time savings<\/b> , <b>improved accuracy<\/b> in source selection, and<b> increased robustness of classification<\/b> , particularly with complex corpora. It thus facilitates the analysis of trends, weak signals, and key innovations, both locally and internationally. <\/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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2011\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2011\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Why is TKM's expertise in data science crucial for your AI monitoring? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2011\" class=\"elementor-element elementor-element-a76ed5c e-con-full e-flex e-con e-child\" data-id=\"a76ed5c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e1af98 elementor-widget elementor-widget-text-editor\" data-id=\"9e1af98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The performance of an AI-powered monitoring solution depends heavily on the choice and configuration of models, which vary according to datasets and business objectives.<\/p><p>However, <b>there is no universal model<\/b> : patents, scientific publications, collaborative projects or market data exhibit very different structures and levels of heterogeneity.<\/p><p>Thanks to its <b>advanced expertise in data science (dedicated team and R&#038;D investments)<\/b>, TKM supports its clients in selecting, adapting, and evaluating the most relevant models, taking into account sectoral and competitive contexts. This customized approach guarantees reliable, actionable results tailored to your technology monitoring needs. <\/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<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2012\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2012\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is the advantage of using custom-trained AI models rather than generic AI for monitoring? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2012\" class=\"elementor-element elementor-element-5750535 e-con-full e-flex e-con e-child\" data-id=\"5750535\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-13e0ce5 elementor-widget elementor-widget-text-editor\" data-id=\"13e0ce5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Generic AI is designed for broad applications and quickly shows its limitations when it comes to technological and scientific monitoring. Conversely, models custom-trained by TKM\u2014also known as <a href=\"https:\/\/tkminnovation.io\/en\/technology-monitoring-white-paper\/\" target=\"_blank\" rel=\"noopener\">precision AI <\/a>\u2014are specifically tailored to your sources and your business. <\/p><p>TKM experts train and &#8220;overtrain&#8221; models on complex scientific and technical corpora, such as patents or publications, which require a deep understanding of entities, concepts, and business logics.<\/p><p><b> This specialization makes possible what is impossible with generic AI<\/b> , enabling far more reliable and precise analysis than standard processing of web content or general news. This, in turn, strengthens the strategic value of your monitoring system. <\/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<\/details>\n\t\t\t\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-d49fd22 e-flex e-con-boxed e-con e-parent\" data-id=\"d49fd22\" 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-6ea4cb0 e-con-full e-flex e-con e-child\" data-id=\"6ea4cb0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-397630e elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"397630e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div 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