{"id":7702,"date":"2026-07-29T12:38:44","date_gmt":"2026-07-29T12:38:44","guid":{"rendered":"https:\/\/guenix.digital\/?p=7702"},"modified":"2026-07-29T19:21:28","modified_gmt":"2026-07-29T19:21:28","slug":"cadrer-un-projet-dia","status":"publish","type":"post","link":"https:\/\/guenix.digital\/fr\/cadrer-un-projet-dia\/","title":{"rendered":"Cadrer un projet d&#8217;IA en 5 \u00e9tapes"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7702\" class=\"elementor elementor-7702\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e20e094 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"e20e094\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d006953 elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"d006953\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;e-font-icon-svg e-fas-caret-down\\&quot; viewBox=\\&quot;0 0 320 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M31.3 192h257.3c17.8 0 26.7 21.5 14.1 34.1L174.1 354.8c-7.8 7.8-20.5 7.8-28.3 0L17.2 226.1C4.6 213.5 13.5 192 31.3 192z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-d006953\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-66\"><a href=\"https:\/\/guenix.digital\/fr\/\" class=\"elementor-item menu-link\">Accueil<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6250\"><a href=\"https:\/\/guenix.digital\/fr\/a-propos\/\" class=\"elementor-item menu-link\">A propos<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6260\"><a href=\"https:\/\/guenix.digital\/fr\/nos-services-2\/\" class=\"elementor-item menu-link\">Services<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7401\"><a aria-expanded=\"false\" href=\"https:\/\/guenix.digital\/fr\/ressources\/\" class=\"elementor-item menu-link\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7767\"><a href=\"https:\/\/guenix.digital\/fr\/analyses\/\" class=\"elementor-sub-item menu-link\">Analyses<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7384\"><a href=\"https:\/\/guenix.digital\/fr\/diagnostic-ai\/\" class=\"elementor-sub-item menu-link\">Diagnostic IA<\/a><\/li>\n<\/ul>\n<\/li>\n\t\t\t<li class='menu-item'>\n\t\t\t\t<a\n\tdata-wp-interactive='{ \"namespace\": \"surecart\/checkout\" }'\n\tclass=\"menu-link wp-block-surecart-cart-menu-icon-button\"\tdata-wp-context='{\"formId\":2951,\"mode\":\"live\",\"cartMenuAlwaysShown\":true}'\tdata-wp-on--click=\"surecart\/cart::actions.toggle\"\n\tdata-wp-on--keydown=\"surecart\/cart::actions.toggle\"\n\t\ttabindex=\"0\"\n\trole=\"button\"\n\taria-label=\"Open cart\"\n>\n\t<div class=\"sc-cart-icon\">\n\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n  <path d=\"M6 2L3 6v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V6l-3-4z\" \/>\n  <line x1=\"3\" y1=\"6\" x2=\"21\" y2=\"6\" \/>\n  <path d=\"M16 10a4 4 0 0 1-8 0\" \/>\n<\/svg>\n\t\t<span\n\t\t\tclass=\"sc-cart-count\"\n\t\t\tdata-wp-text=\"state.itemsCount\"\n\t\t\tdata-wp-bind--hidden=\"!state.hasItems\"\n\t\t\tdata-wp-bind--aria-label=\"state.itemsCountAriaLabel\"\n\t\t\thidden\n\t\t><\/span>\n\t<\/div>\n<\/a>\t\t\t<\/li>\n\t\t<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Permuter le menu\" aria-expanded=\"false\">\n\t\t\t<svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open e-font-icon-svg e-eicon-menu-bar\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M104 333H896C929 333 958 304 958 271S929 208 896 208H104C71 208 42 237 42 271S71 333 104 333ZM104 583H896C929 583 958 554 958 521S929 458 896 458H104C71 458 42 487 42 521S71 583 104 583ZM104 833H896C929 833 958 804 958 771S929 708 896 708H104C71 708 42 737 42 771S71 833 104 833Z\"><\/path><\/svg><svg aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close e-font-icon-svg e-eicon-close\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M742 167L500 408 258 167C246 154 233 150 217 150 196 150 179 158 167 167 154 179 150 196 150 212 150 229 154 242 171 254L408 500 167 742C138 771 138 800 167 829 196 858 225 858 254 829L496 587 738 829C750 842 767 846 783 846 800 846 817 842 829 829 842 817 846 804 846 783 846 767 842 750 829 737L588 500 833 258C863 229 863 200 833 171 804 137 775 137 742 167Z\"><\/path><\/svg>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-d006953\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-home menu-item-66\"><a href=\"https:\/\/guenix.digital\/fr\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Accueil<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6250\"><a href=\"https:\/\/guenix.digital\/fr\/a-propos\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">A propos<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-6260\"><a href=\"https:\/\/guenix.digital\/fr\/nos-services-2\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Services<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-7401\"><a aria-expanded=\"false\" href=\"https:\/\/guenix.digital\/fr\/ressources\/\" class=\"elementor-item menu-link\" tabindex=\"-1\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7767\"><a href=\"https:\/\/guenix.digital\/fr\/analyses\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Analyses<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7384\"><a href=\"https:\/\/guenix.digital\/fr\/diagnostic-ai\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Diagnostic IA<\/a><\/li>\n<\/ul>\n<\/li>\n\t\t\t<li class='menu-item'>\n\t\t\t\t<a\n\tdata-wp-interactive='{ \"namespace\": \"surecart\/checkout\" }'\n\tclass=\"menu-link wp-block-surecart-cart-menu-icon-button\"\tdata-wp-context='{\"formId\":2951,\"mode\":\"live\",\"cartMenuAlwaysShown\":true}'\tdata-wp-on--click=\"surecart\/cart::actions.toggle\"\n\tdata-wp-on--keydown=\"surecart\/cart::actions.toggle\"\n\t\ttabindex=\"0\"\n\trole=\"button\"\n\taria-label=\"Open cart\"\n>\n\t<div class=\"sc-cart-icon\">\n\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\">\n  <path d=\"M6 2L3 6v14a2 2 0 0 0 2 2h14a2 2 0 0 0 2-2V6l-3-4z\" \/>\n  <line x1=\"3\" y1=\"6\" x2=\"21\" y2=\"6\" \/>\n  <path d=\"M16 10a4 4 0 0 1-8 0\" \/>\n<\/svg>\n\t\t<span\n\t\t\tclass=\"sc-cart-count\"\n\t\t\tdata-wp-text=\"state.itemsCount\"\n\t\t\tdata-wp-bind--hidden=\"!state.hasItems\"\n\t\t\tdata-wp-bind--aria-label=\"state.itemsCountAriaLabel\"\n\t\t\thidden\n\t\t><\/span>\n\t<\/div>\n<\/a>\t\t\t<\/li>\n\t\t<\/ul>\t\t\t<\/nav>\n\t\t\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-c9eefff e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"c9eefff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-48fce67 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"48fce67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8115631 elementor-widget elementor-widget-heading\" data-id=\"8115631\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Cadrer un projet d'IA : Dans quel ordre poser les bonnes questions ?<\/h1>\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-7768ce1 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"7768ce1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-834c086 elementor-widget elementor-widget-text-editor\" data-id=\"834c086\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Une s\u00e9quence de cadrage peut \u00eatre organis\u00e9e en cinq \u00e9tapes : d\u00e9finir le probl\u00e8me m\u00e9tier, pr\u00e9ciser les cas d\u2019usage, identifier le cadre juridique et r\u00e9glementaire, analyser les \u00e9carts et les risques, puis d\u00e9terminer les donn\u00e9es n\u00e9cessaires. Cette progression ne doit toutefois pas \u00eatre comprise comme strictement lin\u00e9aire : la faisabilit\u00e9 juridique, les risques et les donn\u00e9es doivent \u00eatre r\u00e9examin\u00e9s tout au long du projet.<\/p>\t\t\t\t\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-dd20390 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"dd20390\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f5f9e5 elementor-widget elementor-widget-heading\" data-id=\"3f5f9e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 1 : pourquoi faut-il commencer par le probl\u00e8me m\u00e9tier, pas par l'outil ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b21f9b3 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"b21f9b3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1da13a3 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"1da13a3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8c52753 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"8c52753\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fd588b elementor-widget elementor-widget-text-editor\" data-id=\"4fd588b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"9:1-9:357;815-1171\">La premi\u00e8re question \u00e0 se poser n&#8217;est pas\u00a0 \u00ab quelle technologie utiliser ? \u00bb mais \u00ab quel probl\u00e8me concret cherchons-nous \u00e0 r\u00e9soudre ? \u00bb. Cette distinction para\u00eet \u00e9vidente, elle est pourtant l&#8217;\u00e9cueil le plus fr\u00e9quent. Un projet qui d\u00e9marre par l&#8217;envie d&#8217;adopter l&#8217;IA, sans besoin clairement identifi\u00e9, produit un syst\u00e8me en qu\u00eate d&#8217;un usage, co\u00fbteux et rarement adopt\u00e9.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"11:1-11:620;1173-1792\">Formuler le probl\u00e8me en termes m\u00e9tier oblige \u00e0 r\u00e9pondre \u00e0 des questions simples mais structurantes : qu&#8217;est-ce qui ne fonctionne pas aujourd&#8217;hui, combien cela co\u00fbte, et \u00e0 quoi ressemblerait une am\u00e9lioration mesurable ? Si cette r\u00e9ponse n&#8217;est pas nette, la pertinence du futur syst\u00e8me sera difficile \u00e0 d\u00e9montrer, et plus difficile encore \u00e0 justifier devant une direction ou un financeur. Une \u00e9valuation honn\u00eate \u00e0 ce stade peut d&#8217;ailleurs conclure qu&#8217;une IA n&#8217;est pas la meilleure r\u00e9ponse : parfois, un processus simplifi\u00e9 ou une meilleure formation des \u00e9quipes r\u00e9sout le probl\u00e8me pour un co\u00fbt et un risque bien moindres.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49ce71b e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"49ce71b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d06c68 elementor-widget elementor-widget-image\" data-id=\"4d06c68\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/Probleme-metier-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-7707\" alt=\"Probl\u00e8me m\u00e9tier IA\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-639a84f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"639a84f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03e5a25 elementor-widget elementor-widget-heading\" data-id=\"03e5a25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 2 : comment traduire un probl\u00e8me m\u00e9tier en cas d'usage concrets ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-45332ce e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"45332ce\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-09941b9 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"09941b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-56b9b98 elementor-widget elementor-widget-image\" data-id=\"56b9b98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/scraping-des-donnees-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7690\" alt=\"scraping des donne\u0301es\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e157ee2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"e157ee2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-c86d4fa e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"c86d4fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f466554 elementor-widget elementor-widget-text-editor\" data-id=\"f466554\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"15:1-15:229;1833-2061\">Une fois le probl\u00e8me pos\u00e9, il faut le traduire en usages concrets. Que doit faire le syst\u00e8me, exactement ? Pour quels utilisateurs ? Dans quelles situations ? Et surtout, quelles utilisations doivent \u00eatre explicitement exclues ?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"17:1-17:491;2063-2553\">Cette derni\u00e8re question est la plus n\u00e9glig\u00e9e et la plus protectrice. D\u00e9finir ce qu&#8217;un syst\u00e8me ne doit pas faire borne son p\u00e9rim\u00e8tre et pr\u00e9vient les d\u00e9rives d&#8217;usage. C&#8217;est \u00e0 cette \u00e9tape que l&#8217;id\u00e9e abstraite devient un p\u00e9rim\u00e8tre op\u00e9rationnel, c&#8217;est-\u00e0-dire quelque chose que l&#8217;on peut concevoir, tester et surveiller. Un p\u00e9rim\u00e8tre flou, \u00e0 l&#8217;inverse, transforme rapidement un outil utile en source de risque : on ne peut ni \u00e9valuer ni contr\u00f4ler un syst\u00e8me dont on n&#8217;a jamais d\u00e9fini les limites.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31931cd e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"31931cd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-673b46a elementor-widget elementor-widget-heading\" data-id=\"673b46a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 3 : quelles r\u00e8gles juridiques et r\u00e9glementaires encadrent un projet d'IA ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3bd241f e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"3bd241f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-79fe476 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"79fe476\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-35b4220 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"35b4220\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c7b165 elementor-widget elementor-widget-text-editor\" data-id=\"6c7b165\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" data-sourcepos=\"19:1-19:60;2555-2614\">\u00a0<\/h2><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"21:1-21:375;2616-2990\">Vient ensuite la question des r\u00e8gles applicables. Elle ne se limite pas au RGPD et \u00e0 l&#8217;AI Act, m\u00eame si ces deux textes sont centraux. Selon le cas d&#8217;usage, entrent aussi en jeu le droit du travail, la propri\u00e9t\u00e9 intellectuelle, la cybers\u00e9curit\u00e9, le droit de la consommation, et surtout les r\u00e8gles sectorielles propres \u00e0 la sant\u00e9, \u00e0 la finance, \u00e0 l&#8217;assurance ou \u00e0 l&#8217;\u00e9ducation.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"23:1-23:339;2992-3330\">L&#8217;objectif de cette \u00e9tape est d&#8217;identifier les obligations, mais aussi les restrictions et les interdictions qui encadrent l&#8217;usage envisag\u00e9. Certaines pratiques sont en effet purement interdites, ind\u00e9pendamment de toute mesure de transparence ou de consentement. Rep\u00e9rer ces limites t\u00f4t \u00e9vite d&#8217;investir dans un projet vou\u00e9 \u00e0 \u00eatre bloqu\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da5612b elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"da5612b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h4 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\" data-sourcepos=\"19:1-19:60;2555-2614\">\u00a0<span style=\"color: #000000;\">Les questions \u00e0 poser \u00e0 cette \u00e9tape<\/span><\/h4><ul class=\"pt-[9px] pb-0.5 m-0 list-outside list-disc p-0 pt-[5px]\"><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"1\">Quelles donn\u00e9es personnelles le syst\u00e8me traitera-t-il, et sur quelle base l\u00e9gale ?<\/li><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"2\">Le cas d&#8217;usage rel\u00e8ve-t-il d&#8217;une r\u00e9glementation sectorielle sp\u00e9cifique ?<\/li><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"3\">Existe-t-il des pratiques d&#8217;IA interdites par l&#8217;AI Act qui pourraient s&#8217;appliquer ?<\/li><li class=\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\" value=\"4\">Quelles obligations de transparence ou d&#8217;explicabilit\u00e9 sont impos\u00e9es ?<\/li><\/ul>\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-38cf5b2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"38cf5b2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1b9e78b elementor-widget elementor-widget-image\" data-id=\"1b9e78b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/minimisation-des-donnees-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7692\" alt=\"minimisation des donne\u0301es\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d98e67 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"0d98e67\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4c79ad8 elementor-widget elementor-widget-heading\" data-id=\"4c79ad8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 4 : Comment identifier les \u00e9carts et les risques avant le d\u00e9ploiement ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38ff7f8 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"38ff7f8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-dc1debd e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"dc1debd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fc6738 elementor-widget elementor-widget-image\" data-id=\"5fc6738\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/digital-security-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7693\" alt=\"Donn\u00e9es sensibles\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-97af834 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"97af834\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-05e4e21 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"05e4e21\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5fb19a elementor-widget elementor-widget-text-editor\" data-id=\"c5fb19a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"27:1-27:327;3383-3709\">Le cadre pos\u00e9, il faut examiner les failles.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"27:1-27:327;3383-3709\">O\u00f9 le syst\u00e8me peut-il produire des biais, au d\u00e9triment de certains groupes ? Comment peut-il \u00eatre attaqu\u00e9 ou d\u00e9tourn\u00e9 de son usage pr\u00e9vu ? Ses r\u00e9sultats sont-ils suffisamment transparents et contr\u00f4lables par un humain ? Peut-il porter atteinte aux droits des personnes concern\u00e9es ?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"29:1-29:317;3711-4027\">Cette analyse ne sert pas seulement \u00e0 documenter des risques : elle d\u00e9termine les contr\u00f4les \u00e0 mettre en place avant le d\u00e9ploiement. Un risque identifi\u00e9 en amont est g\u00e9n\u00e9ralement moins co\u00fbteux \u00e0 traiter que le m\u00eame risque d\u00e9couvert apr\u00e8s le d\u00e9ploiement. Le m\u00eame risque d\u00e9couvert en production se paie en incidents, en perte de confiance et parfois en non-conformit\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0256f43 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"0256f43\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8ae446 elementor-widget elementor-widget-heading\" data-id=\"d8ae446\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 5 : Comment d\u00e9terminer les donn\u00e9es n\u00e9cessaires au syst\u00e8me d\u2019IA ?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b6c7855 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"b6c7855\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-29dd83f e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"29dd83f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-43a1dc2 e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"43a1dc2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16d7aee elementor-widget elementor-widget-text-editor\" data-id=\"16d7aee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"33:1-33:268;4078-4345\">En dernier lieu seulement vient la question des donn\u00e9es. Quelles donn\u00e9es permettront au syst\u00e8me de fonctionner ? D&#8217;o\u00f9 viennent-elles ? Sont-elles licitement utilisables, pertinentes, fiables et suffisamment repr\u00e9sentatives de la r\u00e9alit\u00e9 que le syst\u00e8me devra traiter ?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"35:1-35:503;4347-4849\">Placer les donn\u00e9es en fin de s\u00e9quence ne signifie pas qu&#8217;elles sont secondaires, au contraire : un syst\u00e8me ne vaut jamais mieux que les donn\u00e9es qui l&#8217;alimentent. Mais on ne peut juger de la pertinence des donn\u00e9es qu&#8217;une fois le probl\u00e8me, les cas d&#8217;usage, le cadre l\u00e9gal et les risques \u00e9tablis. Chercher les donn\u00e9es avant d&#8217;avoir d\u00e9fini le besoin revient \u00e0 collecter d&#8217;abord et \u00e0 r\u00e9fl\u00e9chir ensuite, ce qui est pr\u00e9cis\u00e9ment la source de nombreux probl\u00e8mes de qualit\u00e9, de repr\u00e9sentativit\u00e9 et de conformit\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfd5ecf e-con-full e-flex wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-child\" data-id=\"cfd5ecf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25d4822 elementor-widget elementor-widget-image\" data-id=\"25d4822\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7708\" alt=\"donne\u0301es IA\" srcset=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-150x150.webp 150w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-300x300.webp 300w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-1024x1024.webp 1024w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-768x768.webp 768w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA-12x12.webp 12w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/donnees-IA.webp 1417w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2cbfa37 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"2cbfa37\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d842096 elementor-widget elementor-widget-spacer\" data-id=\"d842096\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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-32e0e6e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"32e0e6e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9909055 elementor-widget elementor-widget-heading\" data-id=\"9909055\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Pourquoi le cadrage d'un projet d'IA ne peut pas \u00eatre lin\u00e9aire<\/h3>\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-a9790fa e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"a9790fa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abca694 elementor-widget elementor-widget-text-editor\" data-id=\"abca694\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Cette s\u00e9quence est pertinente parce qu&#8217;elle part du besoin m\u00e9tier et non de la technologie. Mais elle serait trompeuse si on la comprenait comme un processus strictement lin\u00e9aire, o\u00f9 chaque \u00e9tape se franchit une fois pour toutes.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Une dimension, en particulier, ne peut pas \u00eatre trait\u00e9e comme une case \u00e0 cocher entre deux autres : le cadre juridique, r\u00e9glementaire et \u00e9thique.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Plac\u00e9 en \u00e9tape 3, il pourrait laisser croire que la conformit\u00e9 s&#8217;examine une fois, apr\u00e8s avoir d\u00e9fini les cas d&#8217;usage. C&#8217;est une erreur. Certaines questions juridiques doivent remonter d\u00e8s l&#8217;\u00e9tape 1. Si le besoin m\u00e9tier suppose de traiter des donn\u00e9es sensibles, de surveiller des personnes ou de mettre en \u0153uvre une pratique interdite, sa faisabilit\u00e9 l\u00e9gale conditionne le projet avant m\u00eame que l&#8217;on en pr\u00e9cise les cas d&#8217;usage.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">D\u00e9couvrir en \u00e9tape 3 qu&#8217;un usage est illicite, c&#8217;est avoir travaill\u00e9 pour rien sur les \u00e9tapes pr\u00e9c\u00e9dentes.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"43:1-43:527;5948-6474\">La bonne image n&#8217;est donc pas celle d&#8217;une \u00e9tape juridique ins\u00e9r\u00e9e dans une file. Le droit intervient d&#8217;abord comme un filtre de faisabilit\u00e9, en amont, puis accompagne la conception, les tests, le d\u00e9ploiement et la surveillance du syst\u00e8me tout au long de son cycle de vie. Lorsque le projet implique des donn\u00e9es personnelles, cette logique traduit le principe de protection des donn\u00e9es d\u00e8s la conception et par d\u00e9faut, pr\u00e9vu par l&#8217;article 25 du RGPD : la protection ne s&#8217;ajoute pas au projet, elle en fait partie d\u00e8s l&#8217;origine.<\/p>\t\t\t\t\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-043f01e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"043f01e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e6074f elementor-widget elementor-widget-spacer\" data-id=\"6e6074f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\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-d1f38f3 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"d1f38f3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b79953 elementor-widget elementor-widget-heading\" data-id=\"5b79953\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u00c9tape 5 : Comment d\u00e9terminer les donn\u00e9es n\u00e9cessaires au syst\u00e8me d\u2019IA ?<\/h3>\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-1d6a2f6 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"1d6a2f6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e2179e elementor-widget elementor-widget-text-editor\" data-id=\"1e2179e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"47:1-47:536;6530-7065\">Cadrer un projet d&#8217;IA ne consiste donc pas seulement \u00e0 placer des \u00e9tapes dans le bon ordre. C&#8217;est aussi identifier, d\u00e8s le d\u00e9part, quelles dimensions devront \u00eatre r\u00e9examin\u00e9es \u00e0 chaque phase du cycle de vie. La s\u00e9quence en cinq \u00e9tapes donne une direction : partir du probl\u00e8me, pas de l&#8217;outil. Mais sa vraie valeur tient \u00e0 ce qu&#8217;elle rappelle en creux : un projet d&#8217;IA solide n&#8217;est pas celui qui coche des cases, c&#8217;est celui dont on a compris, avant d&#8217;investir, \u00e0 quelles questions il faudra continuer de r\u00e9pondre tout au long de sa vie.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" data-sourcepos=\"49:1-49:251;7067-7317\">La question \u00e0 retenir, pour toute organisation qui s&#8217;engage dans un projet d&#8217;IA : le cadre juridique et r\u00e9glementaire intervient-il d\u00e8s la d\u00e9finition du besoin, ou seulement au moment du d\u00e9ploiement ? La r\u00e9ponse en dit long sur la solidit\u00e9 du projet.<\/p>\t\t\t\t\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-9a63464 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\" data-id=\"9a63464\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1fe989 elementor-widget elementor-widget-heading\" data-id=\"b1fe989\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Questions fr\u00e9quentes sur le cadrage d'un projet d'IA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33d3b2d uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\" data-id=\"33d3b2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"uael-faq.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\t<div id='uael-faq-wrapper-543' class=\"uael-faq-wrapper\">\n\t\t\t\t<div class=\"uael-faq-container uael-faq-layout-accordion\" data-layout=\"accordion\" >\n\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-b9f72bc\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-b9f72bc uael-question-span\" tabindex=\"0\" id=\"uael-faq-1-6a6cb2b060d1f\">Pourquoi la majorit\u00e9 des projets d'IA \u00e9chouent-ils malgr\u00e9 une technologie performante ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><p>La majorit\u00e9 des \u00e9checs en mati\u00e8re de projets d'IA ne sont pas caus\u00e9s par des lacunes technologiques, mais par un cadrage d\u00e9faillant. Les organisations qui partent de l'outil plut\u00f4t que du probl\u00e8me m\u00e9tier construisent des syst\u00e8mes sans usage clairement d\u00e9fini, difficiles \u00e0 justifier et rarement adopt\u00e9s par les \u00e9quipes.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-744bca5\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-744bca5 uael-question-span\" tabindex=\"0\" id=\"uael-faq-2-6a6cb2b062060\">Dans quel ordre faut-il poser les questions lors du cadrage d'un projet d'IA ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><p class=\"isSelectedEnd\">La s\u00e9quence g\u00e9n\u00e9rale peut \u00eatre structur\u00e9e ainsi : (1) d\u00e9finir le probl\u00e8me m\u00e9tier, (2) pr\u00e9ciser les cas d\u2019usage, (3) identifier le cadre juridique et r\u00e9glementaire, (4) analyser les \u00e9carts et les risques, puis (5) d\u00e9terminer les donn\u00e9es n\u00e9cessaires.<\/p><p class=\"isSelectedEnd\">Cet ordre n\u2019est toutefois pas strictement lin\u00e9aire. Selon la nature du projet, certaines questions juridiques et r\u00e9glementaires doivent \u00eatre examin\u00e9es d\u00e8s l\u2019\u00e9tude de faisabilit\u00e9. Si le besoin suppose, par exemple, de traiter des donn\u00e9es sensibles, de surveiller des personnes ou de mettre en \u0153uvre une pratique susceptible d\u2019\u00eatre interdite, l\u2019analyse juridique peut conditionner la poursuite du projet avant m\u00eame que le cas d\u2019usage soit enti\u00e8rement d\u00e9fini.<\/p><p>Cette approche permet d\u2019\u00e9viter d\u2019investir dans une solution techniquement irr\u00e9alisable, susceptible d'\u00eatre juridiquement interdite ou insuffisamment ma\u00eetris\u00e9e.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-d709f4e\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-d709f4e uael-question-span\" tabindex=\"0\" id=\"uael-faq-3-6a6cb2b0620d3\">Quand faut-il int\u00e9grer les questions juridiques dans un projet d'IA ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><div class=\"\" data-turn-id-container=\"240d4bd9-0f6b-40a1-b5e4-e1fd3887dfa0\" data-is-intersecting=\"true\">\u00a0<\/div><div class=\"\" data-turn-id-container=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\" data-is-intersecting=\"true\"><section class=\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\" data-turn-id-container=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\" data-testid=\"conversation-turn-214\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden @[53.5rem]\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\" data-conversation-screenshot-content=\"\"><div class=\"flex max-w-full flex-col gap-4 grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"1cba955b-77b0-5644-a2e5-205557d5b321\" data-turn-start-message=\"true\" data-message-model-slug=\"gpt-5.6-sol-wm\"><div class=\"flex w-full flex-col gap-1 empty:hidden\"><div class=\"markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\"><p data-start=\"0\" data-end=\"394\" data-is-last-node=\"\" data-is-only-node=\"\">Les questions juridiques doivent \u00eatre int\u00e9gr\u00e9es d\u00e8s l\u2019\u00e9tape 1, et non uniquement lors d\u2019une phase de conformit\u00e9 d\u00e9di\u00e9e. Certaines interdictions l\u00e9gales, pr\u00e9vues notamment par l\u2019AI Act ou le RGPD, peuvent remettre en cause la faisabilit\u00e9 du projet avant m\u00eame que les cas d\u2019usage soient pr\u00e9cis\u00e9s. Attendre l\u2019\u00e9tape 3 pour les examiner expose au risque de devoir reprendre tout ou partie du projet.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/section><\/div><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-b45b909\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-b45b909 uael-question-span\" tabindex=\"0\" id=\"uael-faq-4-6a6cb2b062135\">Comment \u00e9valuer si un projet d'IA est r\u00e9ellement n\u00e9cessaire ou si une solution plus simple suffit ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><p>\u00c0 l'\u00e9tape de d\u00e9finition du probl\u00e8me m\u00e9tier, une \u00e9valuation honn\u00eate doit examiner les alternatives non-IA : processus simplifi\u00e9, meilleure formation des \u00e9quipes, ou outil existant. Si l'am\u00e9lioration mesurable peut \u00eatre obtenue \u00e0 moindre co\u00fbt et moindre risque sans IA, cette option m\u00e9rite d'\u00eatre s\u00e9rieusement consid\u00e9r\u00e9e.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-f1315bb\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-f1315bb uael-question-span\" tabindex=\"0\" id=\"uael-faq-5-6a6cb2b062197\">Pourquoi les donn\u00e9es doivent-elles \u00eatre identifi\u00e9es en dernier dans la s\u00e9quence de cadrage ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><div class=\"\" data-turn-id-container=\"04579abc-af7b-44b5-9932-586735dcb6cd\" data-is-intersecting=\"true\">\u00a0<\/div><div class=\"\" data-turn-id-container=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\" data-is-intersecting=\"true\"><section class=\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" data-turn-id=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\" data-turn-id-container=\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\" data-testid=\"conversation-turn-216\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\"><div class=\"[--thread-content-max-width:40rem] @w-lg\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\/turn-messages focus-visible:outline-hidden @[53.5rem]\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\" data-conversation-screenshot-content=\"\"><div class=\"flex max-w-full flex-col gap-4 grow\"><div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\" dir=\"auto\" tabindex=\"0\" data-message-author-role=\"assistant\" data-message-id=\"99ef3613-0b47-531c-8095-cd0d1f11f653\" data-turn-start-message=\"true\" data-message-model-slug=\"gpt-5.6-sol-wm\"><div class=\"flex w-full flex-col gap-1 empty:hidden\"><div class=\"streaming-animation markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\"><p data-start=\"0\" data-end=\"462\" data-is-last-node=\"\" data-is-only-node=\"\">L\u2019\u00e9valuation des donn\u00e9es en dernier ne signifie pas qu\u2019elles sont moins importantes. Leur qualit\u00e9 reste d\u00e9terminante pour la performance du syst\u00e8me. Toutefois, leur pertinence, leur lic\u00e9it\u00e9 et leur repr\u00e9sentativit\u00e9 ne peuvent \u00eatre pleinement appr\u00e9ci\u00e9es qu\u2019une fois le probl\u00e8me, les cas d\u2019usage, le cadre l\u00e9gal et les risques clairement d\u00e9finis. Collecter des donn\u00e9es avant d\u2019avoir r\u00e9pondu \u00e0 ces questions peut entra\u00eener des probl\u00e8mes de conformit\u00e9 et de qualit\u00e9.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/section><\/div><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-ae4eba4\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-ae4eba4 uael-question-span\" tabindex=\"0\" id=\"uael-faq-6-6a6cb2b0621f7\">Qu'est-ce que le principe de privacy by design, et pourquoi est-il central dans un projet d'IA ?<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"uael-accordion-content\" role=\"tabpanel\">\n\t\t\t\t\t\t\t\t\t<span>\n\t\t\t\t\t\t\t\t\t<span><p>Le principe de protection des donn\u00e9es d\u00e8s la conception (privacy by design), pr\u00e9vu par l'article 25 du RGPD, impose d'int\u00e9grer la protection des donn\u00e9es personnelles dans la conception m\u00eame du syst\u00e8me, et non de l'ajouter a posteriori. Appliqu\u00e9 \u00e0 un projet d'IA, ce principe signifie que les choix architecturaux, les cas d'usage et les mesures de contr\u00f4le doivent \u00eatre pens\u00e9s en tenant compte des exigences de protection d\u00e8s les premi\u00e8res \u00e9tapes du cadrage.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\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","protected":false},"excerpt":{"rendered":"<p>Cadrer un projet d&#8217;IA : Dans quel ordre poser les bonnes questions ? Une s\u00e9quence de cadrage peut \u00eatre organis\u00e9e en cinq \u00e9tapes : d\u00e9finir le probl\u00e8me m\u00e9tier, pr\u00e9ciser les cas d\u2019usage, identifier le cadre juridique et r\u00e9glementaire, analyser les \u00e9carts et les risques, puis d\u00e9terminer les donn\u00e9es n\u00e9cessaires. Cette progression ne doit toutefois pas<\/p>\n","protected":false},"author":1,"featured_media":7241,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_surecart_dashboard_logo_width":"180px","_surecart_dashboard_show_logo":true,"_surecart_dashboard_navigation_orders":true,"_surecart_dashboard_navigation_invoices":true,"_surecart_dashboard_navigation_subscriptions":true,"_surecart_dashboard_navigation_downloads":true,"_surecart_dashboard_navigation_billing":true,"_surecart_dashboard_navigation_account":true,"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[95],"tags":[98,86,93,94],"class_list":["post-7702","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-decryptages","tag-gouvernance-ia","tag-ia-act","tag-projet-de-gouvernance-dintelligence-artificielle","tag-projet-ia"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - 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class=\\\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\\\" data-sourcepos=\\\"19:1-19:60;2555-2614\\\">\\u00a0<\\\/h2><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"21:1-21:375;2616-2990\\\">Vient ensuite la question des r\\u00e8gles applicables. Elle ne se limite pas au RGPD et \\u00e0 l'AI Act, m\\u00eame si ces deux textes sont centraux. Selon le cas d'usage, entrent aussi en jeu le droit du travail, la propri\\u00e9t\\u00e9 intellectuelle, la cybers\\u00e9curit\\u00e9, le droit de la consommation, et surtout les r\\u00e8gles sectorielles propres \\u00e0 la sant\\u00e9, \\u00e0 la finance, \\u00e0 l'assurance ou \\u00e0 l'\\u00e9ducation.<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"23:1-23:339;2992-3330\\\">L'objectif de cette \\u00e9tape est d'identifier les obligations, mais aussi les restrictions et les interdictions qui encadrent l'usage envisag\\u00e9. Certaines pratiques sont en effet purement interdites, ind\\u00e9pendamment de toute mesure de transparence ou de consentement. Rep\\u00e9rer ces limites t\\u00f4t \\u00e9vite d'investir dans un projet vou\\u00e9 \\u00e0 \\u00eatre bloqu\\u00e9.<\\\/p>\",\"typography_typography\":\"custom\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"2554990\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=accent\"}},\"elements\":[],\"widgetType\":\"text-editor\"},{\"id\":\"da5612b\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<h4 class=\\\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\\\" data-sourcepos=\\\"19:1-19:60;2555-2614\\\">\\u00a0<span style=\\\"color: #000000;\\\">Les questions \\u00e0 poser \\u00e0 cette \\u00e9tape<\\\/span><\\\/h4><ul class=\\\"pt-[9px] pb-0.5 m-0 list-outside list-disc p-0 pt-[5px]\\\"><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"1\\\">Quelles donn\\u00e9es personnelles le syst\\u00e8me traitera-t-il, et sur quelle base l\\u00e9gale ?<\\\/li><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"2\\\">Le cas d'usage rel\\u00e8ve-t-il d'une r\\u00e9glementation sectorielle sp\\u00e9cifique ?<\\\/li><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"3\\\">Existe-t-il des pratiques d'IA interdites par l'AI Act qui pourraient s'appliquer ?<\\\/li><li class=\\\"text-md leading-[24px] font-regular mx-8 my-[5px] [&amp;&gt;ol]:!pt-0 [&amp;&gt;ol]:!pb-0 [&amp;&gt;ul]:!pt-0 [&amp;&gt;ul]:!pb-0\\\" value=\\\"4\\\">Quelles obligations de transparence ou d'explicabilit\\u00e9 sont impos\\u00e9es 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class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"27:1-27:327;3383-3709\\\">Le cadre pos\\u00e9, il faut examiner les failles.<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"27:1-27:327;3383-3709\\\">O\\u00f9 le syst\\u00e8me peut-il produire des biais, au d\\u00e9triment de certains groupes ? 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class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"33:1-33:268;4078-4345\\\">En dernier lieu seulement vient la question des donn\\u00e9es. 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le cadrage d'un projet d'IA ne peut pas \\u00eatre lin\\u00e9aire\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"32f308f\"}],\"__globals__\":{\"title_color\":\"globals\\\/colors?id=53a0e3b4\"},\"header_size\":\"h3\"},\"elements\":[],\"widgetType\":\"heading\"}],\"isInner\":false},{\"id\":\"a9790fa\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"background_background\":\"classic\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"db7f4d6\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"5932425\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"32b6ab9\"}],\"__globals__\":{\"background_color\":\"globals\\\/colors?id=22070044\"}},\"elements\":[{\"id\":\"abca694\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<p class=\\\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\\\">Cette s\\u00e9quence est pertinente parce qu'elle part du besoin m\\u00e9tier et non de la technologie. Mais elle serait trompeuse si on la comprenait comme un processus strictement lin\\u00e9aire, o\\u00f9 chaque \\u00e9tape se franchit une fois pour toutes.<\\\/p><p class=\\\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\\\">Une dimension, en particulier, ne peut pas \\u00eatre trait\\u00e9e comme une case \\u00e0 cocher entre deux autres : le cadre juridique, r\\u00e9glementaire et \\u00e9thique.<\\\/p><p class=\\\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\\\">Plac\\u00e9 en \\u00e9tape 3, il pourrait laisser croire que la conformit\\u00e9 s'examine une fois, apr\\u00e8s avoir d\\u00e9fini les cas d'usage. C'est une erreur. Certaines questions juridiques doivent remonter d\\u00e8s l'\\u00e9tape 1. Si le besoin m\\u00e9tier suppose de traiter des donn\\u00e9es sensibles, de surveiller des personnes ou de mettre en \\u0153uvre une pratique interdite, sa faisabilit\\u00e9 l\\u00e9gale conditionne le projet avant m\\u00eame que l'on en pr\\u00e9cise les cas d'usage.<\\\/p><p class=\\\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\\\">D\\u00e9couvrir en \\u00e9tape 3 qu'un usage est illicite, c'est avoir travaill\\u00e9 pour rien sur les \\u00e9tapes pr\\u00e9c\\u00e9dentes.<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"43:1-43:527;5948-6474\\\">La bonne image n'est donc pas celle d'une \\u00e9tape juridique ins\\u00e9r\\u00e9e dans une file. Le droit intervient d'abord comme un filtre de faisabilit\\u00e9, en amont, puis accompagne la conception, les tests, le d\\u00e9ploiement et la surveillance du syst\\u00e8me tout au long de son cycle de vie. 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C'est aussi identifier, d\\u00e8s le d\\u00e9part, quelles dimensions devront \\u00eatre r\\u00e9examin\\u00e9es \\u00e0 chaque phase du cycle de vie. La s\\u00e9quence en cinq \\u00e9tapes donne une direction : partir du probl\\u00e8me, pas de l'outil. Mais sa vraie valeur tient \\u00e0 ce qu'elle rappelle en creux : un projet d'IA solide n'est pas celui qui coche des cases, c'est celui dont on a compris, avant d'investir, \\u00e0 quelles questions il faudra continuer de r\\u00e9pondre tout au long de sa vie.<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" data-sourcepos=\\\"49:1-49:251;7067-7317\\\">La question \\u00e0 retenir, pour toute organisation qui s'engage dans un projet d'IA : le cadre juridique et r\\u00e9glementaire intervient-il d\\u00e8s la d\\u00e9finition du besoin, ou seulement au moment du d\\u00e9ploiement ? La r\\u00e9ponse en dit long sur la solidit\\u00e9 du projet.<\\\/p>\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"f145c27\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=301c96da\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":false},{\"id\":\"9a63464\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"8e0311a\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"6eeec35\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"ae31c21\"}]},\"elements\":[{\"id\":\"b1fe989\",\"elType\":\"widget\",\"settings\":{\"title\":\"Questions fr\\u00e9quentes sur le cadrage d'un projet d'IA\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"2c87dfd\"}]},\"elements\":[],\"widgetType\":\"heading\"},{\"id\":\"33d3b2d\",\"elType\":\"widget\",\"settings\":{\"tabs\":[{\"question\":\"Pourquoi la majorit\\u00e9 des projets d'IA \\u00e9chouent-ils malgr\\u00e9 une technologie performante ?\",\"answer\":\"<p>La majorit\\u00e9 des \\u00e9checs en mati\\u00e8re de projets d'IA ne sont pas caus\\u00e9s par des lacunes technologiques, mais par un cadrage d\\u00e9faillant. Les organisations qui partent de l'outil plut\\u00f4t que du probl\\u00e8me m\\u00e9tier construisent des syst\\u00e8mes sans usage clairement d\\u00e9fini, difficiles \\u00e0 justifier et rarement adopt\\u00e9s par les \\u00e9quipes.<\\\/p>\",\"_id\":\"b9f72bc\"},{\"question\":\"Dans quel ordre faut-il poser les questions lors du cadrage d'un projet d'IA ?\",\"answer\":\"<p class=\\\"isSelectedEnd\\\">La s\\u00e9quence g\\u00e9n\\u00e9rale peut \\u00eatre structur\\u00e9e ainsi : (1) d\\u00e9finir le probl\\u00e8me m\\u00e9tier, (2) pr\\u00e9ciser les cas d\\u2019usage, (3) identifier le cadre juridique et r\\u00e9glementaire, (4) analyser les \\u00e9carts et les risques, puis (5) d\\u00e9terminer les donn\\u00e9es n\\u00e9cessaires.<\\\/p><p class=\\\"isSelectedEnd\\\">Cet ordre n\\u2019est toutefois pas strictement lin\\u00e9aire. Selon la nature du projet, certaines questions juridiques et r\\u00e9glementaires doivent \\u00eatre examin\\u00e9es d\\u00e8s l\\u2019\\u00e9tude de faisabilit\\u00e9. Si le besoin suppose, par exemple, de traiter des donn\\u00e9es sensibles, de surveiller des personnes ou de mettre en \\u0153uvre une pratique susceptible d\\u2019\\u00eatre interdite, l\\u2019analyse juridique peut conditionner la poursuite du projet avant m\\u00eame que le cas d\\u2019usage soit enti\\u00e8rement d\\u00e9fini.<\\\/p><p>Cette approche permet d\\u2019\\u00e9viter d\\u2019investir dans une solution techniquement irr\\u00e9alisable, susceptible d'\\u00eatre juridiquement interdite ou insuffisamment ma\\u00eetris\\u00e9e.<\\\/p>\",\"_id\":\"744bca5\"},{\"question\":\"Quand faut-il int\\u00e9grer les questions juridiques dans un projet d'IA ?\",\"answer\":\"<div class=\\\"\\\" data-turn-id-container=\\\"240d4bd9-0f6b-40a1-b5e4-e1fd3887dfa0\\\" data-is-intersecting=\\\"true\\\">\\u00a0<\\\/div><div class=\\\"\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-is-intersecting=\\\"true\\\"><section class=\\\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\\\" dir=\\\"auto\\\" data-turn-id=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-testid=\\\"conversation-turn-214\\\" data-turn=\\\"assistant\\\"><div class=\\\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\\\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\\\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\\\"><div class=\\\"[--thread-content-max-width:40rem] @w-lg\\\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\\\/turn-messages focus-visible:outline-hidden @[53.5rem]\\\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\\\" data-conversation-screenshot-content=\\\"\\\"><div class=\\\"flex max-w-full flex-col gap-4 grow\\\"><div class=\\\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\\\" dir=\\\"auto\\\" tabindex=\\\"0\\\" data-message-author-role=\\\"assistant\\\" data-message-id=\\\"1cba955b-77b0-5644-a2e5-205557d5b321\\\" data-turn-start-message=\\\"true\\\" data-message-model-slug=\\\"gpt-5.6-sol-wm\\\"><div class=\\\"flex w-full flex-col gap-1 empty:hidden\\\"><div class=\\\"markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\\\"><p data-start=\\\"0\\\" data-end=\\\"394\\\" data-is-last-node=\\\"\\\" data-is-only-node=\\\"\\\">Les questions juridiques doivent \\u00eatre int\\u00e9gr\\u00e9es d\\u00e8s l\\u2019\\u00e9tape 1, et non uniquement lors d\\u2019une phase de conformit\\u00e9 d\\u00e9di\\u00e9e. Certaines interdictions l\\u00e9gales, pr\\u00e9vues notamment par l\\u2019AI Act ou le RGPD, peuvent remettre en cause la faisabilit\\u00e9 du projet avant m\\u00eame que les cas d\\u2019usage soient pr\\u00e9cis\\u00e9s. Attendre l\\u2019\\u00e9tape 3 pour les examiner expose au risque de devoir reprendre tout ou partie du projet.<\\\/p><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/section><\\\/div>\",\"_id\":\"d709f4e\"},{\"question\":\"Comment \\u00e9valuer si un projet d'IA est r\\u00e9ellement n\\u00e9cessaire ou si une solution plus simple suffit ?\",\"answer\":\"<p>\\u00c0 l'\\u00e9tape de d\\u00e9finition du probl\\u00e8me m\\u00e9tier, une \\u00e9valuation honn\\u00eate doit examiner les alternatives non-IA : processus simplifi\\u00e9, meilleure formation des \\u00e9quipes, ou outil existant. Si l'am\\u00e9lioration mesurable peut \\u00eatre obtenue \\u00e0 moindre co\\u00fbt et moindre risque sans IA, cette option m\\u00e9rite d'\\u00eatre s\\u00e9rieusement consid\\u00e9r\\u00e9e.<\\\/p>\",\"_id\":\"b45b909\"},{\"question\":\"Pourquoi les donn\\u00e9es doivent-elles \\u00eatre identifi\\u00e9es en dernier dans la s\\u00e9quence de cadrage ?\",\"answer\":\"<div class=\\\"\\\" data-turn-id-container=\\\"04579abc-af7b-44b5-9932-586735dcb6cd\\\" data-is-intersecting=\\\"true\\\">\\u00a0<\\\/div><div class=\\\"\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-is-intersecting=\\\"true\\\"><section class=\\\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\\\" dir=\\\"auto\\\" data-turn-id=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-testid=\\\"conversation-turn-216\\\" data-turn=\\\"assistant\\\"><div class=\\\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\\\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\\\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\\\"><div class=\\\"[--thread-content-max-width:40rem] @w-lg\\\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\\\/turn-messages focus-visible:outline-hidden @[53.5rem]\\\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\\\" data-conversation-screenshot-content=\\\"\\\"><div class=\\\"flex max-w-full flex-col gap-4 grow\\\"><div class=\\\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\\\" dir=\\\"auto\\\" tabindex=\\\"0\\\" data-message-author-role=\\\"assistant\\\" data-message-id=\\\"99ef3613-0b47-531c-8095-cd0d1f11f653\\\" data-turn-start-message=\\\"true\\\" data-message-model-slug=\\\"gpt-5.6-sol-wm\\\"><div class=\\\"flex w-full flex-col gap-1 empty:hidden\\\"><div class=\\\"streaming-animation markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\\\"><p data-start=\\\"0\\\" data-end=\\\"462\\\" data-is-last-node=\\\"\\\" data-is-only-node=\\\"\\\">L\\u2019\\u00e9valuation des donn\\u00e9es en dernier ne signifie pas qu\\u2019elles sont moins importantes. Leur qualit\\u00e9 reste d\\u00e9terminante pour la performance du syst\\u00e8me. Toutefois, leur pertinence, leur lic\\u00e9it\\u00e9 et leur repr\\u00e9sentativit\\u00e9 ne peuvent \\u00eatre pleinement appr\\u00e9ci\\u00e9es qu\\u2019une fois le probl\\u00e8me, les cas d\\u2019usage, le cadre l\\u00e9gal et les risques clairement d\\u00e9finis. Collecter des donn\\u00e9es avant d\\u2019avoir r\\u00e9pondu \\u00e0 ces questions peut entra\\u00eener des probl\\u00e8mes de conformit\\u00e9 et de qualit\\u00e9.<\\\/p><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/section><\\\/div>\",\"_id\":\"f1315bb\"},{\"_id\":\"ae4eba4\",\"question\":\"Qu'est-ce que le principe de privacy by design, et pourquoi est-il central dans un projet d'IA ?\",\"answer\":\"<p>Le principe de protection des donn\\u00e9es d\\u00e8s la conception (privacy by design), pr\\u00e9vu par l'article 25 du RGPD, impose d'int\\u00e9grer la protection des donn\\u00e9es personnelles dans la conception m\\u00eame du syst\\u00e8me, et non de l'ajouter a posteriori. Appliqu\\u00e9 \\u00e0 un projet d'IA, ce principe signifie que les choix architecturaux, les cas d'usage et les mesures de contr\\u00f4le doivent \\u00eatre pens\\u00e9s en tenant compte des exigences de protection d\\u00e8s les premi\\u00e8res \\u00e9tapes du cadrage.<\\\/p>\"}],\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"86c4bb2\"}]},\"elements\":[],\"widgetType\":\"uael-faq\"}],\"isInner\":false}]"],"_elementor_conditions":["a:0:{}"],"_elementor_version":["4.1.4"],"_elementor_pro_version":["4.1.1"],"_elementor_page_settings":["a:1:{s:10:\"hide_title\";s:3:\"yes\";}"],"_wp_page_template":["default"],"site-post-title":["disabled"],"_aioseo_title":[null],"_aioseo_description":["Probl\u00e8me m\u00e9tier, cas d'usage, cadre juridique, risques, donn\u00e9es : d\u00e9couvrez la s\u00e9quence en 5 \u00e9tapes pour cadrer un projet d'IA et \u00e9viter les erreurs 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class=\\\"elementor-element elementor-element-0256f43 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"0256f43\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-d8ae446 elementor-widget elementor-widget-heading\\\" data-id=\\\"d8ae446\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-default\\\">\\u00c9tape 5 : Comment d\\u00e9terminer les donn\\u00e9es n\\u00e9cessaires au syst\\u00e8me d\\u2019IA ?<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element 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https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/donnees-IA-300x300.webp 300w, https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/donnees-IA-1024x1024.webp 1024w, https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/donnees-IA-768x768.webp 768w, https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/donnees-IA-12x12.webp 12w, https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/donnees-IA.webp 1417w\\\" sizes=\\\"(max-width: 150px) 100vw, 150px\\\" \\\/>\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-2cbfa37 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"2cbfa37\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-d842096 elementor-widget elementor-widget-spacer\\\" data-id=\\\"d842096\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\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-32e0e6e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"32e0e6e\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-9909055 elementor-widget elementor-widget-heading\\\" data-id=\\\"9909055\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">Pourquoi le cadrage d'un projet d'IA ne peut pas \\u00eatre lin\\u00e9aire<\\\/h3>\\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-a9790fa e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"a9790fa\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" 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class=\\\"elementor-element elementor-element-043f01e e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"043f01e\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-6e6074f elementor-widget elementor-widget-spacer\\\" data-id=\\\"6e6074f\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"spacer.default\\\">\\n\\t\\t\\t\\t\\t\\t\\t<div class=\\\"elementor-spacer\\\">\\n\\t\\t\\t<div class=\\\"elementor-spacer-inner\\\"><\\\/div>\\n\\t\\t<\\\/div>\\n\\t\\t\\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-d1f38f3 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"d1f38f3\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-5b79953 elementor-widget elementor-widget-heading\\\" data-id=\\\"5b79953\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h3 class=\\\"elementor-heading-title elementor-size-default\\\">\\u00c9tape 5 : Comment d\\u00e9terminer les donn\\u00e9es n\\u00e9cessaires au syst\\u00e8me d\\u2019IA ?<\\\/h3>\\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-1d6a2f6 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"1d6a2f6\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-9a63464 e-flex e-con-boxed wpr-particle-no wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"9a63464\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-b1fe989 elementor-widget elementor-widget-heading\\\" data-id=\\\"b1fe989\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-default\\\">Questions fr\\u00e9quentes sur le cadrage d'un projet d'IA<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-33d3b2d uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\\\" data-id=\\\"33d3b2d\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"uael-faq.default\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-widget-container\\\">\\n\\t\\t\\t\\t\\t\\n\\t\\t\\t<div id='uael-faq-wrapper-543' class=\\\"uael-faq-wrapper\\\">\\n\\t\\t\\t\\t<div class=\\\"uael-faq-container uael-faq-layout-accordion\\\" data-layout=\\\"accordion\\\" >\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-b9f72bc\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-b9f72bc uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-1-6a6cb2b060d1f\\\">Pourquoi la majorit\\u00e9 des projets d'IA \\u00e9chouent-ils malgr\\u00e9 une technologie performante ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><p>La majorit\\u00e9 des \\u00e9checs en mati\\u00e8re de projets d'IA ne sont pas caus\\u00e9s par des lacunes technologiques, mais par un cadrage d\\u00e9faillant. Les organisations qui partent de l'outil plut\\u00f4t que du probl\\u00e8me m\\u00e9tier construisent des syst\\u00e8mes sans usage clairement d\\u00e9fini, difficiles \\u00e0 justifier et rarement adopt\\u00e9s par les \\u00e9quipes.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-744bca5\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-744bca5 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-2-6a6cb2b062060\\\">Dans quel ordre faut-il poser les questions lors du cadrage d'un projet d'IA ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><p class=\\\"isSelectedEnd\\\">La s\\u00e9quence g\\u00e9n\\u00e9rale peut \\u00eatre structur\\u00e9e ainsi : (1) d\\u00e9finir le probl\\u00e8me m\\u00e9tier, (2) pr\\u00e9ciser les cas d\\u2019usage, (3) identifier le cadre juridique et r\\u00e9glementaire, (4) analyser les \\u00e9carts et les risques, puis (5) d\\u00e9terminer les donn\\u00e9es n\\u00e9cessaires.<\\\/p><p class=\\\"isSelectedEnd\\\">Cet ordre n\\u2019est toutefois pas strictement lin\\u00e9aire. Selon la nature du projet, certaines questions juridiques et r\\u00e9glementaires doivent \\u00eatre examin\\u00e9es d\\u00e8s l\\u2019\\u00e9tude de faisabilit\\u00e9. Si le besoin suppose, par exemple, de traiter des donn\\u00e9es sensibles, de surveiller des personnes ou de mettre en \\u0153uvre une pratique susceptible d\\u2019\\u00eatre interdite, l\\u2019analyse juridique peut conditionner la poursuite du projet avant m\\u00eame que le cas d\\u2019usage soit enti\\u00e8rement d\\u00e9fini.<\\\/p><p>Cette approche permet d\\u2019\\u00e9viter d\\u2019investir dans une solution techniquement irr\\u00e9alisable, susceptible d'\\u00eatre juridiquement interdite ou insuffisamment ma\\u00eetris\\u00e9e.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-d709f4e\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-d709f4e uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-3-6a6cb2b0620d3\\\">Quand faut-il int\\u00e9grer les questions juridiques dans un projet d'IA ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><div class=\\\"\\\" data-turn-id-container=\\\"240d4bd9-0f6b-40a1-b5e4-e1fd3887dfa0\\\" data-is-intersecting=\\\"true\\\">\\u00a0<\\\/div><div class=\\\"\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-is-intersecting=\\\"true\\\"><section class=\\\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\\\" dir=\\\"auto\\\" data-turn-id=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-60\\\" data-testid=\\\"conversation-turn-214\\\" data-turn=\\\"assistant\\\"><div class=\\\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\\\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\\\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\\\"><div class=\\\"[--thread-content-max-width:40rem] @w-lg\\\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\\\/turn-messages focus-visible:outline-hidden @[53.5rem]\\\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\\\" data-conversation-screenshot-content=\\\"\\\"><div class=\\\"flex max-w-full flex-col gap-4 grow\\\"><div class=\\\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\\\" dir=\\\"auto\\\" tabindex=\\\"0\\\" data-message-author-role=\\\"assistant\\\" data-message-id=\\\"1cba955b-77b0-5644-a2e5-205557d5b321\\\" data-turn-start-message=\\\"true\\\" data-message-model-slug=\\\"gpt-5.6-sol-wm\\\"><div class=\\\"flex w-full flex-col gap-1 empty:hidden\\\"><div class=\\\"markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\\\"><p data-start=\\\"0\\\" data-end=\\\"394\\\" data-is-last-node=\\\"\\\" data-is-only-node=\\\"\\\">Les questions juridiques doivent \\u00eatre int\\u00e9gr\\u00e9es d\\u00e8s l\\u2019\\u00e9tape 1, et non uniquement lors d\\u2019une phase de conformit\\u00e9 d\\u00e9di\\u00e9e. Certaines interdictions l\\u00e9gales, pr\\u00e9vues notamment par l\\u2019AI Act ou le RGPD, peuvent remettre en cause la faisabilit\\u00e9 du projet avant m\\u00eame que les cas d\\u2019usage soient pr\\u00e9cis\\u00e9s. Attendre l\\u2019\\u00e9tape 3 pour les examiner expose au risque de devoir reprendre tout ou partie du projet.<\\\/p><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/section><\\\/div><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-b45b909\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-b45b909 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-4-6a6cb2b062135\\\">Comment \\u00e9valuer si un projet d'IA est r\\u00e9ellement n\\u00e9cessaire ou si une solution plus simple suffit ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><p>\\u00c0 l'\\u00e9tape de d\\u00e9finition du probl\\u00e8me m\\u00e9tier, une \\u00e9valuation honn\\u00eate doit examiner les alternatives non-IA : processus simplifi\\u00e9, meilleure formation des \\u00e9quipes, ou outil existant. Si l'am\\u00e9lioration mesurable peut \\u00eatre obtenue \\u00e0 moindre co\\u00fbt et moindre risque sans IA, cette option m\\u00e9rite d'\\u00eatre s\\u00e9rieusement consid\\u00e9r\\u00e9e.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-f1315bb\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-f1315bb uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-5-6a6cb2b062197\\\">Pourquoi les donn\\u00e9es doivent-elles \\u00eatre identifi\\u00e9es en dernier dans la s\\u00e9quence de cadrage ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><div class=\\\"\\\" data-turn-id-container=\\\"04579abc-af7b-44b5-9932-586735dcb6cd\\\" data-is-intersecting=\\\"true\\\">\\u00a0<\\\/div><div class=\\\"\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-is-intersecting=\\\"true\\\"><section class=\\\"text-token-text-primary w-full focus:outline-none has-data-writing-block:pointer-events-none [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto R6Vx5W_threadScrollVars scroll-mb-[calc(var(--scroll-root-safe-area-inset-bottom,0px)+var(--thread-response-height))] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\\\" dir=\\\"auto\\\" data-turn-id=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-turn-id-container=\\\"request-6a65219c-06f4-83eb-aa05-4ff80af47226-61\\\" data-testid=\\\"conversation-turn-216\\\" data-turn=\\\"assistant\\\"><div class=\\\"text-base my-auto mx-auto pb-8 [--thread-content-margin:var(--thread-content-margin-xs,calc(var(--spacing)*4))] @w-sm\\\/main:[--thread-content-margin:var(--thread-content-margin-sm,calc(var(--spacing)*6))] @w-lg\\\/main:[--thread-content-margin:var(--thread-content-margin-lg,calc(var(--spacing)*16))] px-(--thread-content-margin)\\\"><div class=\\\"[--thread-content-max-width:40rem] @w-lg\\\/main:[--thread-content-max-width:48rem] mx-auto max-w-(--thread-content-max-width) flex-1 group\\\/turn-messages focus-visible:outline-hidden @[53.5rem]\\\/main:[--thread-content-max-width:48rem] relative flex w-full min-w-0 flex-col agent-turn\\\" data-conversation-screenshot-content=\\\"\\\"><div class=\\\"flex max-w-full flex-col gap-4 grow\\\"><div class=\\\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal outline-none keyboard-focused:focus-ring [.text-message+&amp;]:mt-1\\\" dir=\\\"auto\\\" tabindex=\\\"0\\\" data-message-author-role=\\\"assistant\\\" data-message-id=\\\"99ef3613-0b47-531c-8095-cd0d1f11f653\\\" data-turn-start-message=\\\"true\\\" data-message-model-slug=\\\"gpt-5.6-sol-wm\\\"><div class=\\\"flex w-full flex-col gap-1 empty:hidden\\\"><div class=\\\"streaming-animation markdown prose dark:prose-invert wrap-break-word w-full light markdown-new-styling\\\"><p data-start=\\\"0\\\" data-end=\\\"462\\\" data-is-last-node=\\\"\\\" data-is-only-node=\\\"\\\">L\\u2019\\u00e9valuation des donn\\u00e9es en dernier ne signifie pas qu\\u2019elles sont moins importantes. Leur qualit\\u00e9 reste d\\u00e9terminante pour la performance du syst\\u00e8me. Toutefois, leur pertinence, leur lic\\u00e9it\\u00e9 et leur repr\\u00e9sentativit\\u00e9 ne peuvent \\u00eatre pleinement appr\\u00e9ci\\u00e9es qu\\u2019une fois le probl\\u00e8me, les cas d\\u2019usage, le cadre l\\u00e9gal et les risques clairement d\\u00e9finis. Collecter des donn\\u00e9es avant d\\u2019avoir r\\u00e9pondu \\u00e0 ces questions peut entra\\u00eener des probl\\u00e8mes de conformit\\u00e9 et de qualit\\u00e9.<\\\/p><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/div><\\\/section><\\\/div><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-ae4eba4\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-ae4eba4 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-6-6a6cb2b0621f7\\\">Qu'est-ce que le principe de privacy by design, et pourquoi est-il central dans un projet d'IA ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><p>Le principe de protection des donn\\u00e9es d\\u00e8s la conception (privacy by design), pr\\u00e9vu par l'article 25 du RGPD, impose d'int\\u00e9grer la protection des donn\\u00e9es personnelles dans la conception m\\u00eame du syst\\u00e8me, et non de l'ajouter a posteriori. Appliqu\\u00e9 \\u00e0 un projet d'IA, ce principe signifie que les choix architecturaux, les cas d'usage et les mesures de contr\\u00f4le doivent \\u00eatre pens\\u00e9s en tenant compte des exigences de protection d\\u00e8s les premi\\u00e8res \\u00e9tapes du cadrage.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t<\\\/div>\\n\\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\",\"scripts\":[],\"styles\":[]}}"]},"uagb_featured_image_src":{"full":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07.jpg",560,300,false],"thumbnail":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07-150x150.jpg",150,150,true],"medium":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07-300x161.jpg",300,161,true],"medium_large":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07.jpg",560,300,false],"large":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07.jpg",560,300,false],"1536x1536":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07.jpg",560,300,false],"2048x2048":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07.jpg",560,300,false],"trp-custom-language-flag":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/services-07-18x10.jpg",18,10,true]},"uagb_author_info":{"display_name":"anastasie","author_link":"https:\/\/guenix.digital\/fr\/author\/anastasie\/"},"uagb_comment_info":0,"uagb_excerpt":"Cadrer un projet d&#8217;IA : Dans quel ordre poser les bonnes questions ? Une s\u00e9quence de cadrage peut \u00eatre organis\u00e9e en cinq \u00e9tapes : d\u00e9finir le probl\u00e8me m\u00e9tier, pr\u00e9ciser les cas d\u2019usage, identifier le cadre juridique et r\u00e9glementaire, analyser les \u00e9carts et les risques, puis d\u00e9terminer les donn\u00e9es n\u00e9cessaires. Cette progression ne doit toutefois pas","_links":{"self":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7702","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/comments?post=7702"}],"version-history":[{"count":9,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7702\/revisions"}],"predecessor-version":[{"id":7735,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7702\/revisions\/7735"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/media\/7241"}],"wp:attachment":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/media?parent=7702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/categories?post=7702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/tags?post=7702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}