{"id":23411,"date":"2023-11-27T16:44:19","date_gmt":"2023-11-27T15:44:19","guid":{"rendered":"https:\/\/golem.ai\/?page_id=23411"},"modified":"2026-01-08T14:28:45","modified_gmt":"2026-01-08T13:28:45","slug":"guide-ia-analytique-ia-generative","status":"publish","type":"page","link":"https:\/\/miralia.ai\/en\/guide-ia-analytique-ia-generative","title":{"rendered":"Guide sur l&rsquo;IA analytique et l&rsquo;IA g\u00e9n\u00e9rative"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"23411\" class=\"elementor elementor-23411\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53ea061a e-flex e-con-boxed e-con e-parent\" data-id=\"53ea061a\" data-element_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-3f022c74 elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3f022c74\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">The Analytical and Generative AI Guide<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73f723c8 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"73f723c8\" data-element_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<p>Artificial intelligence, in all its diversity, offers various solutions, but <strong>none of them is universal<\/strong>. <br \/>Recognizing the <strong>specialization<\/strong> and <strong>synergy<\/strong> between different types of AI is <strong>key to optimizing their use<\/strong>.<\/p>\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-50ac4e54 e-flex e-con-boxed e-con e-parent\" data-id=\"50ac4e54\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bdf31b5 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1bdf31b5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Generative AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29e521e8 elementor-widget elementor-widget-text-editor\" data-id=\"29e521e8\" data-element_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<p>Designed to <strong>create<\/strong>, <strong>improvise<\/strong>, <strong>iterate<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4726d3a1 e-con-full e-flex e-con e-child\" data-id=\"4726d3a1\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-10fc975d e-con-full e-flex e-con e-child\" data-id=\"10fc975d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-30a667ea e-con-full e-flex e-con e-child\" data-id=\"30a667ea\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70c3c9dc elementor-widget elementor-widget-heading\" data-id=\"70c3c9dc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">What do they do?<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70591a73 elementor-widget elementor-widget-text-editor\" data-id=\"70591a73\" data-element_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<p>Generative AI generate <strong>unstructured data<\/strong> from a large volume of <strong>unstructured data<\/strong>.<\/p>\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-7502fd18 e-con-full e-flex e-con e-child\" data-id=\"7502fd18\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4f1e9e42 elementor-widget elementor-widget-heading\" data-id=\"4f1e9e42\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Practical applications<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38200a48 elementor-widget elementor-widget-text-editor\" data-id=\"38200a48\" data-element_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<p>Generates text (product sheets, articles), new images, animations, sound production, etc.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bf0eeef elementor-widget elementor-widget-image\" data-id=\"6bf0eeef\" data-element_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<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"251\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162720\/practical-application-generative.png\" class=\"attachment-large size-large wp-image-35701\" alt=\"Application pratique IA g\u00e9n\u00e9rative\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162720\/practical-application-generative-300x94.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162720\/practical-application-generative-768x241.png 768w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162720\/practical-application-generative-18x6.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162720\/practical-application-generative.png 1006w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4bfd130f e-con-full e-flex e-con e-child\" data-id=\"4bfd130f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6773fb3d e-con-full e-flex e-con e-child\" data-id=\"6773fb3d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-36e2dd45 e-con-full e-flex e-con e-child\" data-id=\"36e2dd45\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5eb47ed9 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"5eb47ed9\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-up\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-805ee92 elementor-widget elementor-widget-heading\" data-id=\"805ee92\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Pros<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31347038 elementor-widget elementor-widget-text-editor\" data-id=\"31347038\" data-element_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<ul role=\"list\"><li>No need to preconfigure a generative AI to make non-specific content<\/li><li>Diversity of applications and great versatility<\/li><li>Fun and easy to use<\/li><\/ul>\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-cf077e e-con-full e-flex e-con e-child\" data-id=\"cf077e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2e125370 e-con-full e-flex e-con e-child\" data-id=\"2e125370\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af446de elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"af446de\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16758f35 elementor-widget elementor-widget-heading\" data-id=\"16758f35\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Cons<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-639ecf65 elementor-widget elementor-widget-text-editor\" data-id=\"639ecf65\" data-element_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<ul role=\"list\"><li>High risk of hallucinations that prevent integration into sensitive and critical markets<\/li><li>Data confidentiality issues required for model training<\/li><li>The need to retrain a model to adapt it to a specific business context, resulting in high resource costs<\/li><\/ul>\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-1d706e80 e-flex e-con-boxed e-con e-parent\" data-id=\"1d706e80\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-718ab352 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"718ab352\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Analytical AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a3d18a5 elementor-widget elementor-widget-text-editor\" data-id=\"5a3d18a5\" data-element_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<p>Designed to <strong>manage a flow<\/strong>, <strong>process adapt\u00e9 \u00e0 une organisation<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7913426 e-con-full e-flex e-con e-child\" data-id=\"7913426\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-56ee61a2 e-con-full e-flex e-con e-child\" data-id=\"56ee61a2\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6f319c90 e-con-full e-flex e-con e-child\" data-id=\"6f319c90\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2be32b6 elementor-widget elementor-widget-heading\" data-id=\"2be32b6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">What do they do?<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44dbfa4d elementor-widget elementor-widget-text-editor\" data-id=\"44dbfa4d\" data-element_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<p>Analytical AI generate <strong>structured data<\/strong> from a large volume of both structured and unstructured data.<\/p>\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-7eb3cc30 e-con-full e-flex e-con e-child\" data-id=\"7eb3cc30\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74222963 elementor-widget elementor-widget-heading\" data-id=\"74222963\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Practical applications<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-277f8b9e elementor-widget elementor-widget-text-editor\" data-id=\"277f8b9e\" data-element_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<p>Categorization, predictions, semantic networks\/NLU, extraction, and structuring of information<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-743ee69f elementor-widget elementor-widget-image\" data-id=\"743ee69f\" data-element_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<img decoding=\"async\" width=\"1024\" height=\"326\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical.png\" class=\"attachment-large size-large wp-image-35708\" alt=\"Application pratique IA analytique\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical-300x96.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical-1024x326.png 1024w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical-768x245.png 768w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical-18x6.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162718\/practical-application-analytical.png 1051w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2228d136 e-con-full e-flex e-con e-child\" data-id=\"2228d136\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5657c229 e-con-full e-flex e-con e-child\" data-id=\"5657c229\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-182332ac e-con-full e-flex e-con e-child\" data-id=\"182332ac\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3733883f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3733883f\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-up\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f30d4cf elementor-widget elementor-widget-heading\" data-id=\"3f30d4cf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Pros<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20344eac elementor-widget elementor-widget-text-editor\" data-id=\"20344eac\" data-element_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<ul role=\"list\"><li>Excellent ability to <strong>analyze<\/strong> and <strong>process<\/strong> large volumes of data, whether structured or unstructured<\/li><li><strong>Transforms extracted data<\/strong> into the appropriate format for <strong>CRM<\/strong> and <strong>from the company's existing database.<\/strong><\/li><li>Efficient identification of <strong>hidden trends<\/strong> and anomalies in <strong>large<\/strong> datasets<\/li><\/ul>\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-2b859b36 e-con-full e-flex e-con e-child\" data-id=\"2b859b36\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-78d5c954 e-con-full e-flex e-con e-child\" data-id=\"78d5c954\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4dbac28c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"4dbac28c\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19aad614 elementor-widget elementor-widget-heading\" data-id=\"19aad614\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Cons<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ac29bd3 elementor-widget elementor-widget-text-editor\" data-id=\"4ac29bd3\" data-element_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<ul role=\"list\"><li>Quickly reaches its limits for tasks that involve <strong>creativity<\/strong><\/li><li><strong>Contextual knowledge<\/strong> rather than general knowledge<\/li><\/ul>\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-143d1802 e-flex e-con-boxed e-con e-parent\" data-id=\"143d1802\" data-element_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-678d5622 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"678d5622\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Behind these AI systems lie two major approaches: connectionist and symbolic<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-211087d3 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"211087d3\" data-element_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<p>Generative and Analytical AI are necessarily <strong>based on at least one of the two technological approaches<\/strong> below, each offering its own <strong>advantages<\/strong> and <strong>limitations<\/strong>.<\/p>\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-681205c5 e-flex e-con-boxed e-con e-parent\" data-id=\"681205c5\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a827d9f elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3a827d9f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Connectionist AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29f4505f elementor-widget elementor-widget-text-editor\" data-id=\"29f4505f\" data-element_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<p>The most popular model for <strong>generative AI<\/strong>, making <strong>predictions<\/strong> and <strong>image processing<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5409774e e-con-full e-flex e-con e-child\" data-id=\"5409774e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-230676a0 e-con-full e-flex e-con e-child\" data-id=\"230676a0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6ad9da77 e-con-full e-flex e-con e-child\" data-id=\"6ad9da77\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-65dd0694 elementor-widget elementor-widget-heading\" data-id=\"65dd0694\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">What does it do?<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-457c25c8 elementor-widget elementor-widget-text-editor\" data-id=\"457c25c8\" data-element_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<p>Statistical AI analyzes large datasets to detect trends and patterns, relying on <strong>mathematical<\/strong> and <strong>probabilistic techniques<\/strong>.<br \/><br \/>The name reflects its reliance on <strong>statistics<\/strong> and <strong>probabilities<\/strong> to process information.<br \/><br \/>Behind this term lie the following technologies: machine learning, neural networks, deep learning, and more.<\/p>\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-291916c0 e-con-full e-flex e-con e-child\" data-id=\"291916c0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-19dc82d1 e-con-full e-flex e-con e-child\" data-id=\"19dc82d1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-16508762 e-con-full e-flex e-con e-child\" data-id=\"16508762\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7bdcfe2c elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"7bdcfe2c\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-up\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5953f485 elementor-widget elementor-widget-heading\" data-id=\"5953f485\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Pros<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-109d09e elementor-widget elementor-widget-text-editor\" data-id=\"109d09e\" data-element_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<ul role=\"list\"><li><strong>Flexible<\/strong> and <strong>adaptable<\/strong><\/li><li>Excellent for making <strong>predictions<\/strong> based on <strong>statistical models<\/strong><\/li><li>Applicable in the world of<strong>\u00a0image<\/strong> and <strong>audio processing<\/strong><\/li><\/ul>\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-3fa50b48 e-con-full e-flex e-con e-child\" data-id=\"3fa50b48\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-772c28f e-con-full e-flex e-con e-child\" data-id=\"772c28f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b58623 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3b58623\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c286d1f elementor-widget elementor-widget-heading\" data-id=\"3c286d1f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Cons<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f81e508 elementor-widget elementor-widget-text-editor\" data-id=\"5f81e508\" data-element_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<ul role=\"list\"><li>It requires <strong>a heavy quantity of data<\/strong> for configuration<\/li><li>Technically, <strong>it cannot simply explain its decisions<\/strong> (black box effects)<\/li><li>Risks of <strong>bias<\/strong><\/li><li><strong>Difficult<\/strong> to interpret <strong>specific business terms<\/strong><\/li><\/ul>\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-327f0549 e-flex e-con-boxed e-con e-parent\" data-id=\"327f0549\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4bcbafbc elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4bcbafbc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Symbolic AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cf7e02d elementor-widget elementor-widget-text-editor\" data-id=\"7cf7e02d\" data-element_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<p>The symbolic approach is the most <strong>robust<\/strong> and <strong>predictable<\/strong> when it comes to<strong>\u00a0analytical AI<\/strong> for language analysis<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-507b40a0 e-con-full e-flex e-con e-child\" data-id=\"507b40a0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2abc0c0 e-con-full e-flex e-con e-child\" data-id=\"2abc0c0\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8181732 e-con-full e-flex e-con e-child\" data-id=\"8181732\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-385fd6d elementor-widget elementor-widget-heading\" data-id=\"385fd6d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">What does it do?<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed69890 elementor-widget elementor-widget-text-editor\" data-id=\"ed69890\" data-element_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<p>Symbolic AI relies on the use of <strong>symbols<\/strong> and <strong>logical rules<\/strong> to model human reasoning.<br \/><br \/>The name is derived from its method of representing and processing information through symbols. <br \/><br \/>It is particularly used in expert systems and <strong>natural language processing<\/strong>.<\/p>\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-2a962432 e-con-full e-flex e-con e-child\" data-id=\"2a962432\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-363c72cb e-con-full e-flex e-con e-child\" data-id=\"363c72cb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5d47f6af e-con-full e-flex e-con e-child\" data-id=\"5d47f6af\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-40ae7d25 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"40ae7d25\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-up\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3da0d8fd elementor-widget elementor-widget-heading\" data-id=\"3da0d8fd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Pros<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c3220b1 elementor-widget elementor-widget-text-editor\" data-id=\"1c3220b1\" data-element_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<ul role=\"list\"><li>Interpretability: rules and logic are <strong>explicit<\/strong>, making decision processes more <strong>transparent<\/strong><\/li><li>Efficiency in <strong>language processing<\/strong><\/li><li>Requires <strong>minimal data<\/strong> to operate effectively<\/li><li><strong>Stability<\/strong> and <strong>reliability<\/strong>\u00a0<\/li><li>Consumes <strong>low energy resources<\/strong><\/li><\/ul>\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-3e7d89 e-con-full e-flex e-con e-child\" data-id=\"3e7d89\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ace3d2d e-con-full e-flex e-con e-child\" data-id=\"ace3d2d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1403e795 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"1403e795\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-thumbs-down\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44c090cd elementor-widget elementor-widget-heading\" data-id=\"44c090cd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Cons<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22c1d528 elementor-widget elementor-widget-text-editor\" data-id=\"22c1d528\" data-element_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<ul role=\"list\"><li>Complex <strong>AI engine design<\/strong><\/li><li>Requires <strong>explicit knowledge<\/strong> of the context<\/li><li><strong>Not suitable<\/strong> for all use cases, such as\u00a0<strong>images<\/strong>\u00a0or <strong>audio processing<\/strong> , etc.<\/li><\/ul>\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-28808889 e-flex e-con-boxed e-con e-parent\" data-id=\"28808889\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-730598e5 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"730598e5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Our vision for language understanding: the symbolic-analytical approach<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bd8bf42 elementor-widget elementor-widget-text-editor\" data-id=\"2bd8bf42\" data-element_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<p>Our technology combines the best of analytical and symbolic methods, delivering a <strong>powerful<\/strong>, <strong>precise<\/strong> and <strong>transparent<\/strong> solution tailored to <strong>your specific needs<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f47a643 e-con-full e-flex e-con e-child\" data-id=\"5f47a643\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1629d12d e-con-full e-flex e-con e-child\" data-id=\"1629d12d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3159203e e-con-full e-flex e-con e-child\" data-id=\"3159203e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-427bc3ff elementor-widget elementor-widget-text-editor\" data-id=\"427bc3ff\" data-element_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<p>Analytical AI (Miralia)<\/p>\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-4c3d5f92 e-con-full e-flex e-con e-child\" data-id=\"4c3d5f92\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14050fc5 elementor-widget elementor-widget-text-editor\" data-id=\"14050fc5\" data-element_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<p>A <span style=\"color: #fc3c13;\">reduced client investment<\/span> thanks to a <span style=\"color: #fc3c13;\">contextual platform configuration<\/span> carried out on-site by Miralia\u2019s teams (maximum 6 weeks)<\/p>\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-55b8209e e-con-full e-flex e-con e-child\" data-id=\"55b8209e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-258199d7 elementor-widget elementor-widget-text-editor\" data-id=\"258199d7\" data-element_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<p>Based on <span style=\"color: #fc3c13;\">interactions and archetypes<\/span>, fundamental principles for defining meaning in linguistic research<\/p>\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-7a96a6 e-con-full e-flex e-con e-child\" data-id=\"7a96a6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42f8aba7 elementor-widget elementor-widget-text-editor\" data-id=\"42f8aba7\" data-element_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<p>All AI decisions are <span style=\"color: #fc3c13;\">traceable and demonstrable<\/span> , allowing for <span style=\"color: #fc3c13;\">reduced data processing errors<\/span> and rapid corrections<\/p>\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-2fd2af7f e-con-full e-flex e-con e-child\" data-id=\"2fd2af7f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7070a4e0 e-con-full e-flex e-con e-child\" data-id=\"7070a4e0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-151dd031 elementor-widget elementor-widget-heading\" data-id=\"151dd031\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Investment<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e312d1 elementor-widget elementor-widget-heading\" data-id=\"2e312d1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">6x<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-283209db elementor-widget elementor-widget-text-editor\" data-id=\"283209db\" data-element_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<p>Faster implementation<\/p>\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-398e10e4 e-con-full e-flex e-con e-child\" data-id=\"398e10e4\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b1ca81d elementor-widget elementor-widget-heading\" data-id=\"5b1ca81d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Precision<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d7a4765 elementor-widget elementor-widget-heading\" data-id=\"6d7a4765\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">15%<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12cb971c elementor-widget elementor-widget-text-editor\" data-id=\"12cb971c\" data-element_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<p>Additional reliability rate<\/p>\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-4427f9b9 e-con-full e-flex e-con e-child\" data-id=\"4427f9b9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4cef4633 elementor-widget elementor-widget-heading\" data-id=\"4cef4633\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Explicability<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22cb98de elementor-widget elementor-widget-heading\" data-id=\"22cb98de\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"elementor-heading-title elementor-size-default\">100%<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70cb5ec2 elementor-widget elementor-widget-text-editor\" data-id=\"70cb5ec2\" data-element_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<p>Explainable<\/p>\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-44b2f462 e-con-full e-flex e-con e-child\" data-id=\"44b2f462\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-158f37f4 e-con-full e-flex e-con e-child\" data-id=\"158f37f4\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21ed49d8 elementor-widget elementor-widget-text-editor\" data-id=\"21ed49d8\" data-element_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<p>Generative AI (incl. Machine Learning)<\/p>\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-16d386da e-con-full e-flex e-con e-child\" data-id=\"16d386da\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34c4380d elementor-widget elementor-widget-text-editor\" data-id=\"34c4380d\" data-element_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<p>A <span style=\"color: #9d5ac3;\">longer configuration<\/span> (6 to 9 months) with a significant <span style=\"color: #9d5ac3;\">additional training cost<\/span> is required to increase accuracy or for each new addition<\/p>\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-aa33e1e e-con-full e-flex e-con e-child\" data-id=\"aa33e1e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-772e94e elementor-widget elementor-widget-text-editor\" data-id=\"772e94e\" data-element_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<p>Based on a complex algorithm that predicts the next word to generate. There is therefore <span style=\"color: #9d5ac3;\">no true understanding<\/span> , only a <span style=\"color: #9d5ac3;\">probabilistic analysis (risk of errors and hallucinations)<\/span><\/p>\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-63882979 e-con-full e-flex e-con e-child\" data-id=\"63882979\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-591dab2 elementor-widget elementor-widget-text-editor\" data-id=\"591dab2\" data-element_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<p>Cannot be <span style=\"color: #9d5ac3;\">explained and demonstrated<\/span> because it relies on a statistical and probabilistic approach, making its use <span style=\"color: #9d5ac3;\">impossible to use in certain sensitive sectors<\/span><\/p>\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-6ce5f599 e-flex e-con-boxed e-con e-parent\" data-id=\"6ce5f599\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-22d5a1ac elementor-widget elementor-widget-heading\" data-id=\"22d5a1ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Trusted AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-10fee41f elementor-widget elementor-widget-text-editor\" data-id=\"10fee41f\" data-element_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<p>Use a technology free from bias and hallucinations that meets today\u2019s ethical standards.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-56bdbfa5 e-con-full e-flex e-con e-child\" data-id=\"56bdbfa5\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1a675814 e-con-full e-flex e-con e-child\" data-id=\"1a675814\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7a9edbe0 e-con-full e-flex e-con e-child\" data-id=\"7a9edbe0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-478769c1 elementor-widget__width-auto elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"478769c1\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-speedometer01\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2329b701 elementor-widget elementor-widget-heading\" data-id=\"2329b701\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Efficient<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37532063 elementor-widget elementor-widget-text-editor\" data-id=\"37532063\" data-element_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<p>The rapid configuration allows visible results within the first weeks, without semantic complexity or hallucinations<\/p>\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-658f35d7 e-con-full e-flex e-con e-child\" data-id=\"658f35d7\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-195d26cb e-con-full e-flex e-con e-child\" data-id=\"195d26cb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21a3577 elementor-widget__width-auto elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"21a3577\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-annotation-info\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c36981c elementor-widget elementor-widget-heading\" data-id=\"5c36981c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Explainable<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-153e12e2 elementor-widget elementor-widget-text-editor\" data-id=\"153e12e2\" data-element_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<p>All AI-driven decisions are explainable, traceable, and demonstrable.<\/p>\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-7a6e05ba e-con-full e-flex e-con e-child\" data-id=\"7a6e05ba\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7ada214a e-con-full e-flex e-con e-child\" data-id=\"7ada214a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74021924 elementor-widget__width-auto elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"74021924\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-bank\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d2d7a2b elementor-widget elementor-widget-heading\" data-id=\"5d2d7a2b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sovereign<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f6d37a0 elementor-widget elementor-widget-text-editor\" data-id=\"2f6d37a0\" data-element_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<p>Miralia\u2019s AI is 100% French, proprietary, and hosted by Scaleway.<\/p>\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-3bcb2aac e-con-full e-flex e-con e-child\" data-id=\"3bcb2aac\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2bf4653b e-con-full e-flex e-con e-child\" data-id=\"2bf4653b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff04d80 elementor-widget__width-auto elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"ff04d80\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<i aria-hidden=\"true\" class=\"icon icon-feather\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ec5b529 elementor-widget elementor-widget-heading\" data-id=\"7ec5b529\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Frugal<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32031c0b elementor-widget elementor-widget-text-editor\" data-id=\"32031c0b\" data-element_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<p>This technology consumes very little server resources and has a low CO2 impact.<\/p>\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-383602f8 e-flex e-con-boxed e-con e-parent\" data-id=\"383602f8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-204a0c6a elementor-widget elementor-widget-template\" data-id=\"204a0c6a\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"33671\" class=\"elementor elementor-33671\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-4fcaad9 e-flex e-con-boxed e-con e-parent\" data-id=\"4fcaad9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3257dca e-con-full e-flex e-con e-child\" data-id=\"3257dca\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9746a22 elementor-widget elementor-widget-heading\" data-id=\"9746a22\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Bring meaning and control<br \/>over your customer relationship<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8270fe elementor-widget elementor-widget-text-editor\" data-id=\"b8270fe\" data-element_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<p>Try our explainable, efficient, and reliable AI today.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4a0065 primary-button elementor-widget elementor-widget-button\" data-id=\"d4a0065\" data-element_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<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/miralia.ai\/en\/contact\/\">\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\">Book a demo<\/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<\/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>\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\t\t<\/div>\n\t\t<!-- AddThis Advanced Settings generic via filter on the_content --><!-- AddThis Share Buttons generic via filter on the_content -->","protected":false},"excerpt":{"rendered":"<p>Guide sur l\u2019IA analytique et l\u2019IA g\u00e9n\u00e9rative L\u2019intelligence artificielle, dans sa diversit\u00e9, offre des solutions vari\u00e9es mais aucune n\u2019est universelle. Reconna\u00eetre la sp\u00e9cialisation et la synergie entre les diff\u00e9rents types d&rsquo;IA est cl\u00e9 pour optimiser leur utilisation. Les IA g\u00e9n\u00e9ratives Faites pour cr\u00e9er, improviser, it\u00e9rer Que font-elles ? Les IA g\u00e9n\u00e9ratives g\u00e9n\u00e8rent de la donn\u00e9e [&hellip;]<!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>\n","protected":false},"author":21,"featured_media":37365,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-23411","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Guide sur l&#039;IA analytique et l&#039;IA g\u00e9n\u00e9rative<\/title>\n<meta name=\"description\" content=\"Aucune IA n\u2019est universelle. 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