{"id":20835,"date":"2026-10-27T09:00:00","date_gmt":"2026-10-27T07:00:00","guid":{"rendered":"https:\/\/yeeply.com\/fr\/?p=20835"},"modified":"2026-09-22T09:44:15","modified_gmt":"2026-09-22T07:44:15","slug":"tracabilite-audit-trail-ia-ai-act-systemes-haut-risque","status":"publish","type":"post","link":"https:\/\/yeeply.com\/fr\/blog\/partners-blog\/tracabilite-audit-trail-ia-ai-act-systemes-haut-risque\/","title":{"rendered":"Tra\u00e7abilit\u00e9 et audit trail de l&rsquo;IA : ce que l&rsquo;AI Act exige pour les syst\u00e8mes \u00e0 haut risque"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20835\" class=\"elementor elementor-20835 elementor-bc-flex-widget\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-s1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"s1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c1\" data-id=\"c1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-idx1 elementor-widget elementor-widget-html\" data-id=\"idx1\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<details><summary><strong>Sommaire<\/strong><\/summary><ul>\n<li><a href=\"#quest-ce-quun-audit-trail-dans-les-syst\u00e8mes-dia\">Qu'est-ce qu'un audit trail dans les syst\u00e8mes d'IA<\/a><\/li>\n<li><a href=\"#quelles-informations-lai-act-exige-denregistrer\">Quelles informations l'AI Act exige d'enregistrer<\/a><\/li>\n<li><a href=\"#combien-de-temps-conserver-les-enregistrements\">Combien de temps conserver les enregistrements<\/a><\/li>\n<li><a href=\"#vie-priv\u00e9e-et-journaux-le-conflit-avec-le-rgpd\">Vie priv\u00e9e et journaux : le conflit avec le RGPD<\/a><\/li>\n<li><a href=\"#que-se-passe-t-il-si-laudit-trail-est-incomplet-ou-inex\">Que se passe-t-il si l'audit trail est incomplet ou inexistant<\/a><\/li>\n<li><a href=\"#concevoir-pour-laudit-trail-d\u00e8s-le-d\u00e9but\">Concevoir pour l'audit trail d\u00e8s le d\u00e9but<\/a><\/li>\n<li><a href=\"#comment-yeeply-peut-vous-aider\">Comment Yeeply peut vous aider<\/a><\/li>\n<\/ul><\/details>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-body1 elementor-widget elementor-widget-text-editor\" data-id=\"body1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L&rsquo;une des exigences techniques les plus concr\u00e8tes que l&rsquo;AI Act impose aux syst\u00e8mes d&rsquo;IA \u00e0 haut risque est la journalisation automatique : le syst\u00e8me doit \u00eatre capable de g\u00e9n\u00e9rer des enregistrements permettant de reconstituer son comportement apr\u00e8s qu&rsquo;il a pris ou assist\u00e9 une d\u00e9cision.<\/p>\n<p>Ce n&rsquo;est pas une exigence abstraite. L&rsquo;AI Act pr\u00e9cise le type d&rsquo;informations qui doivent \u00eatre consign\u00e9es, et ao\u00fbt 2026 est la date \u00e0 laquelle ces obligations entrent en vigueur pour la plupart des syst\u00e8mes. Ce guide explique quoi enregistrer, comment et pendant combien de temps.<\/p>\n<h2 class=\"wp-block-heading\" id=\"quest-ce-quun-audit-trail-dans-les-syst\u00e8mes-dia\">Qu&rsquo;est-ce qu&rsquo;un audit trail dans les syst\u00e8mes d&rsquo;IA<\/h2>\n<p>Un audit trail est une s\u00e9quence chronologique d&rsquo;enregistrements qui documente les entr\u00e9es, le traitement et les sorties d&rsquo;un syst\u00e8me dans le temps. Dans les syst\u00e8mes conventionnels, il existe depuis des d\u00e9cennies \u00e0 des fins de s\u00e9curit\u00e9 et de conformit\u00e9. Dans les syst\u00e8mes d&rsquo;IA \u00e0 haut risque, l&rsquo;AI Act le rend obligatoire et pr\u00e9cise le contenu minimal de ces enregistrements.<\/p>\n<p>L&rsquo;objectif r\u00e9glementaire est concret : si un syst\u00e8me d&rsquo;IA assiste une d\u00e9cision affectant une personne \u2014 \u00e9valuer un candidat, rejeter un cr\u00e9dit ou recommander un diagnostic \u2014 il doit \u00eatre possible de reconstituer exactement quels inputs le syst\u00e8me a re\u00e7us et quels outputs il a g\u00e9n\u00e9r\u00e9s, afin que la d\u00e9cision puisse \u00eatre audit\u00e9e a posteriori.<\/p>\n<h2 class=\"wp-block-heading\" id=\"quelles-informations-lai-act-exige-denregistrer\">Quelles informations l&rsquo;AI Act exige d&rsquo;enregistrer<\/h2>\n<ul class=\"wp-block-list\"><li>Identifier la p\u00e9riode de fonctionnement du syst\u00e8me<\/li><li>Enregistrer les entr\u00e9es trait\u00e9es par le syst\u00e8me pour chaque d\u00e9cision ou assistance<\/li><li>Enregistrer les sorties pour chaque d\u00e9cision<\/li><li>Identifier les personnes charg\u00e9es de superviser le syst\u00e8me lors de chaque op\u00e9ration<\/li><li>D\u00e9tecter et enregistrer les situations de risque ou les anomalies op\u00e9rationnelles<\/li><\/ul>\n<figure class=\"wp-block-table\"><table><thead><tr><th>Champ<\/th><th>Description<\/th><\/tr><\/thead><tbody><tr><td>timestamp<\/td><td>Date et heure exactes de chaque op\u00e9ration<\/td><\/tr><tr><td>input_hash ou input_id<\/td><td>R\u00e9f\u00e9rence aux donn\u00e9es d&rsquo;entr\u00e9e (sans n\u00e9cessairement stocker les donn\u00e9es brutes, pour la vie priv\u00e9e)<\/td><\/tr><tr><td>output<\/td><td>La d\u00e9cision ou recommandation g\u00e9n\u00e9r\u00e9e<\/td><\/tr><tr><td>model_version<\/td><td>Version du mod\u00e8le qui a g\u00e9n\u00e9r\u00e9 la sortie<\/td><\/tr><tr><td>confidence_score<\/td><td>Score de confiance ou probabilit\u00e9 si applicable<\/td><\/tr><tr><td>human_override<\/td><td>Si une intervention humaine a modifi\u00e9 ou rejet\u00e9 la sortie<\/td><\/tr><tr><td>operator_id<\/td><td>Identifiant de l&rsquo;op\u00e9rateur ou superviseur humain<\/td><\/tr><tr><td>context_flags<\/td><td>Tout signal d&rsquo;anomalie ou de situation \u00e0 risque d\u00e9tect\u00e9<\/td><\/tr><\/tbody><\/table><\/figure>\n<h2 class=\"wp-block-heading\" id=\"combien-de-temps-conserver-les-enregistrements\">Combien de temps conserver les enregistrements<\/h2>\n<p>L&rsquo;AI Act stipule que les enregistrements doivent \u00eatre conserv\u00e9s pendant une p\u00e9riode minimale de six mois, sauf disposition contraire du droit de l&rsquo;Union ou national applicable. Dans la pratique, pour de nombreux syst\u00e8mes dans des secteurs r\u00e9glement\u00e9s comme la finance ou la sant\u00e9, les d\u00e9lais de conservation peuvent \u00eatre beaucoup plus longs \u2014 2, 5 ou m\u00eame 10 ans \u2014 en raison de la superposition avec d&rsquo;autres r\u00e9glementations.<\/p>\n<h2 class=\"wp-block-heading\" id=\"vie-priv\u00e9e-et-journaux-le-conflit-avec-le-rgpd\">Vie priv\u00e9e et journaux : le conflit avec le RGPD<\/h2>\n<p>Le plus grand d\u00e9fi technique de l&rsquo;audit trail IA est son intersection avec le RGPD. Les donn\u00e9es d&rsquo;entr\u00e9e peuvent contenir des donn\u00e9es personnelles, et le RGPD oblige \u00e0 les minimiser et \u00e0 ne pas les conserver plus longtemps que n\u00e9cessaire.<\/p>\n<ul class=\"wp-block-list\"><li><strong>Pseudonymisation :<\/strong> les entr\u00e9es sont stock\u00e9es avec un identifiant de r\u00e9f\u00e9rence, pas les donn\u00e9es personnelles brutes<\/li><li><strong>Hachage des entr\u00e9es :<\/strong> stocker le hash de l&rsquo;entr\u00e9e, pas l&rsquo;entr\u00e9e elle-m\u00eame<\/li><li><strong>S\u00e9paration des journaux :<\/strong> le journal d&rsquo;audit de l&rsquo;AI Act et le journal de donn\u00e9es personnelles sont des syst\u00e8mes s\u00e9par\u00e9s<\/li><\/ul>\n<h2 class=\"wp-block-heading\" id=\"que-se-passe-t-il-si-laudit-trail-est-incomplet-ou-inex\">Que se passe-t-il si l&rsquo;audit trail est incomplet ou inexistant<\/h2>\n<p>L&rsquo;absence d&rsquo;enregistrements ad\u00e9quats dans un syst\u00e8me \u00e0 haut risque constitue une non-conformit\u00e9 \u00e0 l&rsquo;AI Act, sanctionn\u00e9e par des amendes pouvant atteindre 15 millions d&rsquo;euros ou 3 % du chiffre d&rsquo;affaires mondial. Au-del\u00e0 de l&rsquo;amende, l&rsquo;impossibilit\u00e9 d&rsquo;auditer une d\u00e9cision peut engager une responsabilit\u00e9 civile suppl\u00e9mentaire si cette d\u00e9cision a caus\u00e9 un pr\u00e9judice \u00e0 une personne.<\/p>\n<h2 class=\"wp-block-heading\" id=\"concevoir-pour-laudit-trail-d\u00e8s-le-d\u00e9but\">Concevoir pour l&rsquo;audit trail d\u00e8s le d\u00e9but<\/h2>\n<p>La conclusion pratique est que l&rsquo;audit trail est significativement moins co\u00fbteux \u00e0 impl\u00e9menter lorsqu&rsquo;il est con\u00e7u d\u00e8s le d\u00e9part que lorsqu&rsquo;il est ajout\u00e9 \u00e0 un syst\u00e8me d\u00e9j\u00e0 en production. Adapter r\u00e9troactivement la journalisation \u00e0 des syst\u00e8mes existants peut \u00eatre complexe et co\u00fbteux.<\/p>\n<h2 class=\"wp-block-heading\" id=\"comment-yeeply-peut-vous-aider\">Comment Yeeply peut vous aider<\/h2>\n<p>Chez Yeeply, nous travaillons avec des entreprises certifi\u00e9es sp\u00e9cialis\u00e9es dans les architectures d&rsquo;IA qui int\u00e8grent d\u00e9j\u00e0 les exigences de journalisation de l&rsquo;AI Act dans leurs mod\u00e8les de conception. Que vous ayez besoin d&rsquo;auditer un syst\u00e8me existant ou de concevoir un nouveau avec la conformit\u00e9 int\u00e9gr\u00e9e, nous vous mettons en relation avec l&rsquo;\u00e9quipe technique adapt\u00e9e.<\/p>\n<p>Pour les projets avec des contraintes budg\u00e9taires, nous faisons \u00e9galement appel \u00e0 des \u00e9quipes espagnoles sp\u00e9cialis\u00e9es offrant les m\u00eames garanties \u00e0 30\u201340 % de co\u00fbt en moins. Utilisez le bouton <strong>Demander un devis<\/strong> sur yeeply.com\/fr ou \u00e9crivez \u00e0 <strong>sales@yeeply.com<\/strong>.<\/p>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Ce que l&rsquo;AI Act exige en mati\u00e8re de journalisation pour les syst\u00e8mes d&rsquo;IA \u00e0 haut risque : quelles informations enregistrer, combien de temps les conserver et comment impl\u00e9menter le suivi.<\/p>\n","protected":false},"author":26,"featured_media":20838,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[808],"tags":[],"class_list":["post-20835","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-partners-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Tra\u00e7abilit\u00e9 IA : obligations de journalisation AI Act 2026 | Yeeply<\/title>\n<meta name=\"description\" content=\"L&#039;AI Act impose aux syst\u00e8mes d&#039;IA \u00e0 haut risque une journalisation automatique. 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