{"id":31400,"date":"2025-02-11T10:47:00","date_gmt":"2025-02-11T09:47:00","guid":{"rendered":"https:\/\/golem.ai\/?page_id=31400"},"modified":"2026-01-19T12:10:27","modified_gmt":"2026-01-19T11:10:27","slug":"livre-blanc-comment-choisir-ecosysteme-ia","status":"publish","type":"page","link":"https:\/\/miralia.ai\/fr\/ressources\/livre-blanc-comment-choisir-ecosysteme-ia","title":{"rendered":"Livre blanc IA : strat\u00e9gies et cas d\u2019usage pour les entreprises"},"content":{"rendered":"\t\t<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\">LIVRE BLANC<\/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\">Comment choisir l\u2019\u00e9cosyst\u00e8me IA adapt\u00e9 \u00e0 vos projets<\/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>Une cl\u00e9 de lecture propos\u00e9e par Benjamin De Almeida, ancien CPO de Miralia et expert en IA.<\/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\">T\u00e9l\u00e9charger<\/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\/19120907\/livre-blanc-choisir-ecosysteme-ia.png\" class=\"attachment-large size-large wp-image-37614\" alt=\"Livre Blanc Comment Choisir l&#039;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\/19120907\/livre-blanc-choisir-ecosysteme-ia-223x300.png 223w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120907\/livre-blanc-choisir-ecosysteme-ia-9x12.png 9w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/19120907\/livre-blanc-choisir-ecosysteme-ia.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\">Nous vous proposons une m\u00e9thode de travail pour d\u00e9terminer le meilleur \u00e9cosyst\u00e8me d\u2019IA pour vos projets<\/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\">Pourquoi l\u2019IA de confiance est importante<\/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>Comprendre l\u2019impact d\u2019une IA de confiance et les enjeux autour des IA<\/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\/11\/21172130\/composants.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\/11\/21172130\/composants-300x126.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172130\/composants-18x8.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172130\/composants.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\">Les composants d\u2019un \u00e9cosyst\u00e8me d\u2019IA<\/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>Comprendre les \u00e9l\u00e9ments constituant un projet d\u2019IA sur lesquels vous pouvez influer<\/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\">Les caract\u00e9ristiques des \u00e9cosyst\u00e8mes d\u2019IA<\/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>Les questions que vous devez vous poser quand vous voulez cr\u00e9er ou distribuer de l\u2019IA<\/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\/11\/21172132\/exemples.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\/11\/21172132\/exemples-300x102.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172132\/exemples-18x6.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/21172132\/exemples.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\">Des exemples concrets<\/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>D\u00e9couvrez la m\u00e9thodologie au travers d\u2019exemples concrets d\u2019application<\/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, ancien CPO de Miralia, fa\u00e7onne l\u2019\u00e9volution du produit avec une vision ax\u00e9e sur la souverainet\u00e9 et la transparence de l\u2019intelligence artificielle. Passionn\u00e9 par la d\u00e9mocratisation de l\u2019IA, il partage son expertise \u00e0 travers des articles de vulgarisation accessibles \u00e0 tous.<\/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\">Ses derni\u00e8res publications<\/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\">L\u2019importance des semi-conducteurs dans le monde de l\u2019intelligence artificielle - 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\">L\u2019usage de RAG sur une grande base documentaire - 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\">L\u2019utilisation d\u2019agent d\u2019IA avec de l\u2019IA g\u00e9n\u00e9rative - 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\">L\u2019usage d\u2019une approche neuro-symbolique pour rendre les syst\u00e8mes plus responsables - 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>Le contexte g\u00e9opolitique mondial nous impose d\u2019int\u00e9grer l\u2019IA de confiance au c\u0153ur de chacun de nos projets.<\/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>Ancien 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\">Vous souhaitez t\u00e9l\u00e9charger ce livre blanc ?<\/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>Remplissez le formulaire ci-contre pour y acc\u00e9der.<\/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\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: \"85c5db41-6769-4a1f-859a-ce418abc9a7f\"\n  });\n<\/script><\/div>\n\t\t\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<style>.elementor-element-4a99b68{display:none !important}<\/style>\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 v27.6 - 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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