{"id":31400,"date":"2025-02-11T10:47:00","date_gmt":"2025-02-11T09:47:00","guid":{"rendered":"https:\/\/golem.ai\/?page_id=31400"},"modified":"2026-05-22T17:11:00","modified_gmt":"2026-05-22T15:11:00","slug":"livre-blanc-comment-choisir-ecosysteme-ia","status":"publish","type":"page","link":"https:\/\/miralia.ai\/en\/ressources\/livre-blanc-comment-choisir-ecosysteme-ia","title":{"rendered":"AI White Paper: Strategies and Use Cases for Businesses"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"31400\" class=\"elementor elementor-31400\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-693f1202 e-con-full e-flex e-con e-parent\" data-id=\"693f1202\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-3ab18a1b e-flex e-con-boxed e-con e-child\" data-id=\"3ab18a1b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-60dce69f e-con-full e-flex e-con e-child\" data-id=\"60dce69f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a3b5fd elementor-widget elementor-widget-heading\" data-id=\"3a3b5fd\" 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\">WHITE PAPER<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff1a20e elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2ff1a20e\" 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\">How to choose the right AI ecosystem for your projects<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7ee443 elementor-widget elementor-widget-text-editor\" data-id=\"e7ee443\" 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 key insight provided by Benjamin De Almeida, former CPO at Miralia and AI expert.<\/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-4e25d342 secondary-button elementor-align-left elementor-widget elementor-widget-button\" data-id=\"4e25d342\" 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=\"#download-form\">\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\">Download<\/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<div class=\"elementor-element elementor-element-317d5b4d elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"317d5b4d\" 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=\"319\" height=\"429\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120911\/white-paper-choose-ai-ecosystem.png\" class=\"attachment-large size-large wp-image-37614\" alt=\"Livre Blanc Comment Choisir l&apos;Ecosyst\u00e8me IA adapt\u00e9 \u00e0 vos projets\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120911\/white-paper-choose-ai-ecosystem-223x300.png 223w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120911\/white-paper-choose-ai-ecosystem-9x12.png 9w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120911\/white-paper-choose-ai-ecosystem.png 319w\" sizes=\"(max-width: 319px) 100vw, 319px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26cd5f0d e-flex e-con-boxed e-con e-parent\" data-id=\"26cd5f0d\" 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-a9f1c69 elementor-widget elementor-widget-heading\" data-id=\"a9f1c69\" 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\">We present a working methodology to help you determine the most suitable AI ecosystem for your projects.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6458d18 e-con-full e-flex e-con e-child\" data-id=\"6458d18\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-72a0eb28 e-con-full e-flex e-con e-child\" data-id=\"72a0eb28\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-220e5506 e-con-full e-flex e-con e-child\" data-id=\"220e5506\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c49f8b1 elementor-widget elementor-widget-image\" data-id=\"5c49f8b1\" 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=\"80\" height=\"85\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172136\/pourquoi.png\" class=\"attachment-large size-large wp-image-35640\" alt=\"pourquoi\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172136\/pourquoi-11x12.png 11w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172136\/pourquoi.png 80w\" sizes=\"(max-width: 80px) 100vw, 80px\" \/>\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-4d96c648 e-con-full e-flex e-con e-child\" data-id=\"4d96c648\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7d85916c e-con-full e-flex e-con e-child\" data-id=\"7d85916c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-175ddeeb elementor-widget elementor-widget-heading\" data-id=\"175ddeeb\" 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\">Why trusted AI matters<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15242f89 elementor-widget elementor-widget-text-editor\" data-id=\"15242f89\" 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>Understand the impact of trusted AI and the challenges surrounding AI systems<\/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<div class=\"elementor-element elementor-element-1a243675 e-con-full e-flex e-con e-child\" data-id=\"1a243675\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-375b5b96 e-con-full e-flex e-con e-child\" data-id=\"375b5b96\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-120685d5 elementor-widget elementor-widget-image\" data-id=\"120685d5\" 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=\"475\" height=\"200\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162559\/components.png\" class=\"attachment-large size-large wp-image-35638\" alt=\"composants\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162559\/components-300x126.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162559\/components-18x8.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162559\/components.png 475w\" sizes=\"(max-width: 475px) 100vw, 475px\" \/>\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-716dc480 e-con-full e-flex e-con e-child\" data-id=\"716dc480\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5cdf83a8 e-con-full e-flex e-con e-child\" data-id=\"5cdf83a8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64bc24e7 elementor-widget elementor-widget-heading\" data-id=\"64bc24e7\" 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\">The components of an AI ecosystem<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18540212 elementor-widget elementor-widget-text-editor\" data-id=\"18540212\" 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>Understand the elements that make up an AI project and the levers you can act upon<\/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<\/div>\n\t\t<div class=\"elementor-element elementor-element-3f6f8c8b e-con-full e-flex e-con e-child\" data-id=\"3f6f8c8b\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-32ecebd5 e-con-full e-flex e-con e-child\" data-id=\"32ecebd5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-725d2d94 e-con-full e-flex e-con e-child\" data-id=\"725d2d94\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e2082bf elementor-widget elementor-widget-image\" data-id=\"1e2082bf\" 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 loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"120\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172128\/caracteristiques.png\" class=\"attachment-large size-large wp-image-35637\" alt=\"caracteristiques\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172128\/caracteristiques-300x72.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172128\/caracteristiques-18x4.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172128\/caracteristiques.png 500w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\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-15ca5f8c e-con-full e-flex e-con e-child\" data-id=\"15ca5f8c\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-63cb2603 e-con-full e-flex e-con e-child\" data-id=\"63cb2603\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e880bd0 elementor-widget elementor-widget-heading\" data-id=\"3e880bd0\" 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\">The characteristics of AI ecosystems<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16f1094a elementor-widget elementor-widget-text-editor\" data-id=\"16f1094a\" 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 key questions to ask when you want to create or deploy AI solutions<\/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<div class=\"elementor-element elementor-element-60a32bd5 e-con-full e-flex e-con e-child\" data-id=\"60a32bd5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-13167f9f e-con-full e-flex e-con e-child\" data-id=\"13167f9f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7241cd04 elementor-widget elementor-widget-image\" data-id=\"7241cd04\" 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 loading=\"lazy\" decoding=\"async\" width=\"588\" height=\"200\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162606\/examples.png\" class=\"attachment-large size-large wp-image-35639\" alt=\"exemples\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162606\/examples-300x102.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162606\/examples-18x6.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/12\/18162606\/examples.png 588w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/>\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-50ca8bd2 e-con-full e-flex e-con e-child\" data-id=\"50ca8bd2\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-676bd4f8 e-con-full e-flex e-con e-child\" data-id=\"676bd4f8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33d0388b elementor-widget elementor-widget-heading\" data-id=\"33d0388b\" 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\">Real-world examples<\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4838639b elementor-widget elementor-widget-text-editor\" data-id=\"4838639b\" 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>Discover the methodology through real-world application examples<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2326c5a1 e-flex e-con-boxed e-con e-parent\" data-id=\"2326c5a1\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7e26634a e-con-full e-flex e-con e-child\" data-id=\"7e26634a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70e8b24a elementor-widget elementor-widget-text-editor\" data-id=\"70e8b24a\" 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>Benjamin De Almeida, former CPO at Miralia, shapes product evolution with a vision focused on AI sovereignty and transparency. Passionate about democratizing AI, he shares his expertise through accessible educational articles.<\/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-1d2770aa elementor-widget elementor-widget-heading\" data-id=\"1d2770aa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Latest publications (in french)<\/p>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-351034c6 publication-link elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"351034c6\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<a href=\"https:\/\/medium.com\/@benjamin.de-almeida\/pourquoi-leurope-doit-elle-intensifier-ses-efforts-dans-la-production-de-semi-conducteurs-sans-dfb696ee8e14\" target=\"_blank\">\n\n\t\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-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/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 importance of semiconductors in the world of artificial intelligence - 2025<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"https:\/\/medium.com\/@benjamin.de-almeida\/convictions-rag-approach-star-wars-application-31bf25f3a8d4\" target=\"_blank\">\n\n\t\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-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/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\">Using RAG on a large document repository - 2024<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"https:\/\/medium.com\/@benjamin.de-almeida\/recruter-une-\u00e9quipe-de-llm-09aaf7d8ef95\" target=\"_blank\">\n\n\t\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-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/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\">Using AI agents with generative AI - 2024<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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<a href=\"https:\/\/medium.com\/@benjamin.de-almeida\/journal-de-bord-devlog-1-utiliser-de-lia-pour-faire-des-ia-plus-responsables-3dda102f3697\" target=\"_blank\">\n\n\t\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-far-dot-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 56c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m0-48C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 168c-44.183 0-80 35.817-80 80s35.817 80 80 80 80-35.817 80-80-35.817-80-80-80z\"><\/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\">Using a neuro-symbolic approach to make systems more responsible - 2023<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\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-232b7674 elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"232b7674\" 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 loading=\"lazy\" decoding=\"async\" width=\"260\" height=\"312\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/02\/05103753\/benjamin-de-almeida.png\" class=\"attachment-large size-large wp-image-31456\" alt=\"\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/02\/05103753\/benjamin-de-almeida-250x300.png 250w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/02\/05103753\/benjamin-de-almeida-10x12.png 10w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/02\/05103753\/benjamin-de-almeida.png 260w\" sizes=\"(max-width: 260px) 100vw, 260px\" \/>\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-17a94f2f e-flex e-con-boxed e-con e-parent\" data-id=\"17a94f2f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-32067db5 e-con-full e-flex e-con e-child\" data-id=\"32067db5\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ca34255 elementor-widget elementor-widget-text-editor\" data-id=\"5ca34255\" 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>\u201c<\/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-1368978a elementor-widget elementor-widget-text-editor\" data-id=\"1368978a\" 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 global geopolitical context requires us to place trusted AI at the heart of every project.<\/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-2488cad1 elementor-widget elementor-widget-text-editor\" data-id=\"2488cad1\" 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>Benjamin De Almeida<\/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-4a4b53c elementor-widget elementor-widget-text-editor\" data-id=\"4a4b53c\" 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>Former CPO Miralia<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-663da20f e-flex e-con-boxed e-con e-parent\" data-id=\"663da20f\" data-element_type=\"container\" id=\"download-form\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-35a2dfcc e-con-full e-flex e-con e-child\" data-id=\"35a2dfcc\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-40d0ed2e elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"40d0ed2e\" 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\">Want to download this white paper?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39d6bfe6 elementor-widget elementor-widget-text-editor\" data-id=\"39d6bfe6\" 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>Fill in the form to access the content.<\/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-62f66bbb e-con-full e-flex e-con e-child\" data-id=\"62f66bbb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-92ffcb3 elementor-widget__width-inherit elementor-widget elementor-widget-shortcode\" data-id=\"92ffcb3\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>.elementor-element-92ffcb3{display:none !important}<\/style>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a99b68 elementor-widget__width-inherit elementor-widget elementor-widget-shortcode\" data-id=\"4a99b68\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script>\n<script>\n  hbspt.forms.create({\n    portalId: \"19652854\",\n    formId: \"a1a30b33-cf65-4e87-bf24-2e82418a3997\",\n    region: \"na1\"\n  });\n<\/script><\/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>LIVRE BLANC Comment choisir l\u2019\u00e9cosyst\u00e8me IA adapt\u00e9 \u00e0 vos projets Une cl\u00e9 de lecture propos\u00e9e par Benjamin De Almeida, ancien CPO de Miralia et expert en IA. T\u00e9l\u00e9charger Nous vous proposons une m\u00e9thode de travail pour d\u00e9terminer le meilleur \u00e9cosyst\u00e8me d\u2019IA pour vos projets Pourquoi l\u2019IA de confiance est importante Comprendre l\u2019impact d\u2019une IA de [&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":11098,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-31400","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Livre blanc IA : strat\u00e9gies et cas d\u2019usage pour les entreprises<\/title>\n<meta name=\"description\" content=\"IA de confiance : comment choisir la bonne approche selon les enjeux techniques et r\u00e9glementaires ? 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