{"id":7833,"date":"2026-08-04T09:35:26","date_gmt":"2026-08-04T09:35:26","guid":{"rendered":"https:\/\/guenix.digital\/?p=7833"},"modified":"2026-08-05T00:01:38","modified_gmt":"2026-08-05T00:01:38","slug":"derive-des-modeles-dia-gouvernance-post-deploiement","status":"publish","type":"post","link":"https:\/\/guenix.digital\/fr\/derive-des-modeles-dia-gouvernance-post-deploiement\/","title":{"rendered":"D\u00e9rive des mod\u00e8les d&#8217;IA : gouvernance post-d\u00e9ploiement"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7833\" class=\"elementor elementor-7833\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76daf4d 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=\"76daf4d\" data-element_type=\"container\" data-e-type=\"container\" 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tabindex=\"-1\">Diagnostic IA<\/a><\/li>\n<\/ul>\n<\/li>\n<\/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-4ff6f1a 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=\"4ff6f1a\" 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-a70170e elementor-widget elementor-widget-spacer\" data-id=\"a70170e\" 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-68d59fb 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=\"68d59fb\" 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-f9ae965 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=\"f9ae965\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac6f251 elementor-widget elementor-widget-heading\" data-id=\"ac6f251\" 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\">D\u00e9rive des mod\u00e8les d'IA<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e783036 elementor-widget elementor-widget-heading\" data-id=\"e783036\" 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 la gouvernance prime sur la technique<\/h3>\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-64ad2b0 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=\"64ad2b0\" 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-6620ed6 elementor-widget elementor-widget-text-editor\" data-id=\"6620ed6\" 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>La d\u00e9rive d\u2019un mod\u00e8le d\u2019IA d\u00e9signe la d\u00e9gradation progressive de ses performances apr\u00e8s son d\u00e9ploiement, \u00e0 mesure que la r\u00e9alit\u00e9 \u00e9volue sans que le mod\u00e8le soit mis \u00e0 jour. Ce ph\u00e9nom\u00e8ne est bien connu des \u00e9quipes techniques, mais il est rarement encadr\u00e9 par une gouvernance formelle. C\u2019est pr\u00e9cis\u00e9ment \u00e0 ce niveau que le risque devient concret.<\/p><p>Un mod\u00e8le d\u2019IA d\u00e9ploy\u00e9 en production n\u2019est pas un actif fig\u00e9. C\u2019est un syst\u00e8me vivant, expos\u00e9 \u00e0 des donn\u00e9es changeantes, \u00e0 des comportements qui \u00e9voluent et \u00e0 des contextes r\u00e9glementaires qui se transforment. Pourtant, une fois le projet valid\u00e9 et livr\u00e9, de nombreuses organisations passent \u00e0 autre chose, en supposant implicitement que le mod\u00e8le continuera de fonctionner comme au premier jour.<\/p><p>C\u2019est cette hypoth\u00e8se silencieuse qui est au c\u0153ur du probl\u00e8me.<\/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-108c6e4 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=\"108c6e4\" 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-1975a75 elementor-widget elementor-widget-heading\" data-id=\"1975a75\" 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\">Qu'est-ce que la d\u00e9rive d'un mod\u00e8le d'IA en production ?<\/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-88e77f9 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=\"88e77f9\" 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-691d212 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=\"691d212\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3727cbc 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=\"3727cbc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b8462d elementor-widget elementor-widget-text-editor\" data-id=\"5b8462d\" 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=\"PDq2pG_selectionAnchorContainer\" data-start=\"0\" data-end=\"263\">La d\u00e9rive, ou <em data-start=\"14\" data-end=\"27\">model drift<\/em>, d\u00e9signe la d\u00e9gradation progressive des performances d\u2019un mod\u00e8le apr\u00e8s son d\u00e9ploiement. Elle survient parce que le monde que le mod\u00e8le analyse continue d\u2019\u00e9voluer, alors que lui reste fig\u00e9 sur ce qu\u2019il a appris lors de son entra\u00eenement.<\/p><p data-start=\"265\" data-end=\"597\">Sa caract\u00e9ristique la plus redoutable : elle est silencieuse. Le syst\u00e8me continue de produire des r\u00e9sultats d\u2019apparence normale. Aucune panne, aucune alerte, aucun incident visible. Mais les d\u00e9cisions deviennent progressivement moins justes. Certains cas sont mal orient\u00e9s, d\u2019autres bloqu\u00e9s \u00e0 tort, sans que personne ne soit averti.<\/p><p data-start=\"599\" data-end=\"857\">Pour illustrer concr\u00e8tement ce ph\u00e9nom\u00e8ne, prenons l\u2019exemple fictif d\u2019une mutuelle de taille moyenne qui d\u00e9ploie un mod\u00e8le d\u2019IA pour trier les demandes de remboursement. Certains dossiers sont valid\u00e9s automatiquement, d\u2019autres renvoy\u00e9s vers une revue humaine.<\/p><p data-start=\"859\" data-end=\"1116\">Au lancement, le mod\u00e8le est performant, rigoureusement test\u00e9 et valid\u00e9 par l\u2019\u00e9quipe technique. Dix-huit mois plus tard, de nouveaux types de soins, de nouveaux comportements des assur\u00e9s et des \u00e9volutions r\u00e9glementaires ont transform\u00e9 le profil des demandes.<\/p><p data-start=\"1118\" data-end=\"1186\">Le mod\u00e8le, lui, applique toujours les r\u00e9gularit\u00e9s d\u2019il y a deux ans.<\/p><p data-start=\"1188\" data-end=\"1224\" data-is-last-node=\"\" data-is-only-node=\"\">Les erreurs s\u2019accumulent en silence.<\/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-c91d6c8 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=\"c91d6c8\" 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-fe7e8b9 elementor-widget elementor-widget-image\" data-id=\"fe7e8b9\" 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\/08\/quest-ce-que-la-derive-dun-modele-IA-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7848\" alt=\"qu&apos;est ce que la de\u0301rive d&apos;un mode\u0300le 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-59406bf 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=\"59406bf\" 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-b18f103 elementor-widget elementor-widget-heading\" data-id=\"b18f103\" 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\">Pourquoi les tests avant d\u00e9ploiement ne sont-ils pas suffisants ?<\/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-2378416 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=\"2378416\" 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-01a8aa6 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=\"01a8aa6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-264f444 elementor-widget elementor-widget-image\" data-id=\"264f444\" 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\/08\/Test-avant-deploiement-non-suffisant--150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7849\" alt=\"Test avant de\u0301ploiement non suffisant\" \/>\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-74ebf2c 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=\"74ebf2c\" 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-f5fad9b 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=\"f5fad9b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e575013 elementor-widget elementor-widget-text-editor\" data-id=\"e575013\" 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=\"PDq2pG_selectionAnchorContainer\" data-start=\"0\" data-end=\"185\">Les tests de validation r\u00e9alis\u00e9s avant le d\u00e9ploiement fournissent une photographie pr\u00e9cise des performances du mod\u00e8le \u00e0 un instant donn\u00e9. Ils ne constituent pas une garantie permanente.<\/p><p data-start=\"187\" data-end=\"266\">Une fois en production, plusieurs dynamiques peuvent alt\u00e9rer ses performances :<\/p><p data-start=\"268\" data-end=\"393\">La d\u00e9rive des donn\u00e9es, ou <em data-start=\"294\" data-end=\"306\">data drift<\/em> : les donn\u00e9es d\u2019entr\u00e9e \u00e9voluent par rapport \u00e0 celles utilis\u00e9es lors de l\u2019entra\u00eenement.<\/p><p data-start=\"395\" data-end=\"527\">La d\u00e9rive conceptuelle, ou <em data-start=\"422\" data-end=\"437\">concept drift<\/em> : la relation entre les variables d\u2019entr\u00e9e et la variable cible se modifie dans le temps.<\/p><p data-start=\"529\" data-end=\"744\">Les \u00e9volutions contextuelles : de nouvelles r\u00e9glementations, de nouveaux comportements utilisateurs ou de nouvelles cat\u00e9gories de cas apparaissent alors qu\u2019ils n\u2019\u00e9taient pas repr\u00e9sent\u00e9s dans les donn\u00e9es historiques.<\/p><p data-start=\"746\" data-end=\"902\" data-is-last-node=\"\" data-is-only-node=\"\">Un mod\u00e8le peut donc \u00eatre parfaitement valide au lancement, puis devenir progressivement d\u00e9faillant, sans que le syst\u00e8me n\u2019\u00e9mette le moindre signal d\u2019alerte<\/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-392b753 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=\"392b753\" 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-58bfd02 elementor-widget elementor-widget-heading\" data-id=\"58bfd02\" 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\">La d\u00e9rive est-elle un probl\u00e8me technique ou un probl\u00e8me de gouvernance ?<\/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-bdadb65 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=\"bdadb65\" 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-00f2c1f 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=\"00f2c1f\" 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-15c4b3d 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=\"15c4b3d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a6f5a1 elementor-widget elementor-widget-text-editor\" data-id=\"1a6f5a1\" 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=\"PDq2pG_selectionAnchorContainer\" data-start=\"0\" data-end=\"59\">C\u2019est une question fondamentale, et la r\u00e9ponse change tout.<\/p><p data-start=\"61\" data-end=\"327\">Les \u00e9quipes de data science connaissent g\u00e9n\u00e9ralement tr\u00e8s bien le ph\u00e9nom\u00e8ne de d\u00e9rive. Ce n\u2019est pas un angle mort technique. Ce qui manque, dans la grande majorit\u00e9 des organisations, c\u2019est une structure capable de transformer cette connaissance en actions concr\u00e8tes.<\/p><p data-start=\"329\" data-end=\"755\">Reprenons l\u2019exemple de la mutuelle fictive. Dans ce sc\u00e9nario, les data scientists connaissaient le risque de d\u00e9rive. Pourtant, dix-huit mois apr\u00e8s le d\u00e9ploiement, personne n\u2019\u00e9tait formellement charg\u00e9 de surveiller le mod\u00e8le. Aucun processus de mesure r\u00e9guli\u00e8re n\u2019avait \u00e9t\u00e9 d\u00e9fini. Aucun seuil d\u2019alerte n\u2019avait \u00e9t\u00e9 fix\u00e9. Et en cas de probl\u00e8me, personne ne savait qui devait \u00eatre inform\u00e9 ni quelles mesures devaient \u00eatre prises.<\/p><p data-start=\"757\" data-end=\"806\">Conna\u00eetre un risque ne suffit pas \u00e0 le ma\u00eetriser.<\/p><p data-start=\"808\" data-end=\"943\" data-is-last-node=\"\" data-is-only-node=\"\">Ce qui fait la diff\u00e9rence, c\u2019est la gouvernance : une responsabilit\u00e9 clairement attribu\u00e9e, un processus d\u00e9fini et une r\u00e9ponse pr\u00e9par\u00e9e.<\/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-af7bbf9 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=\"af7bbf9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-88d3cf7 elementor-widget elementor-widget-image\" data-id=\"88d3cf7\" 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\/06\/technology-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-7604\" alt=\"\" srcset=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/technology-150x150.jpg 150w, https:\/\/guenix.digital\/wp-content\/uploads\/2026\/06\/technology-13x12.jpg 13w\" 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-a54a34a 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=\"a54a34a\" 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-78ca7bc elementor-widget elementor-widget-heading\" data-id=\"78ca7bc\" 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\">Comment mettre en place une surveillance efficace apr\u00e8s 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-47236e1 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=\"47236e1\" 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-bc9a662 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=\"bc9a662\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d710f6 elementor-widget elementor-widget-image\" data-id=\"6d710f6\" 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\/08\/Surveillance-apres-deploiement-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7850\" alt=\"Surveillance apre\u0300s de\u0301ploiement\" \/>\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-b52bcf6 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=\"b52bcf6\" 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-1ccc57e 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=\"1ccc57e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b5d0e9 elementor-widget elementor-widget-text-editor\" data-id=\"6b5d0e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"qMYqUG_convSearchResultHighlightRoot\"><div class=\"\" data-turn-id-container=\"request-6a54658d-b6f4-83eb-83a4-8724cfd674b9-3\" 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-6a54658d-b6f4-83eb-83a4-8724cfd674b9-3\" data-turn-id-container=\"request-6a54658d-b6f4-83eb-83a4-8724cfd674b9-3\" data-testid=\"conversation-turn-186\" data-turn=\"assistant\"><div class=\"text-base my-auto mx-auto pb-15 [--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 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=\"bb2bc9e8-c592-47cb-83ae-204705013092\" data-turn-start-message=\"true\" data-message-model-slug=\"gpt-5-6-thinking\"><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 class=\"PDq2pG_selectionAnchorContainer\" data-start=\"0\" data-end=\"99\">Une gouvernance efficace de la surveillance apr\u00e8s d\u00e9ploiement repose sur quatre piliers essentiels.<\/p><p data-start=\"101\" data-end=\"152\"><strong data-start=\"101\" data-end=\"152\">1. D\u00e9signer un responsable clairement identifi\u00e9<\/strong><\/p><p data-start=\"154\" data-end=\"427\">La surveillance d\u2019un mod\u00e8le en production doit \u00eatre une mission explicitement attribu\u00e9e \u00e0 une personne ou \u00e0 une \u00e9quipe. Elle ne doit pas reposer sur une responsabilit\u00e9 collective diffuse. L\u2019absence de responsable d\u00e9sign\u00e9 constitue l\u2019une des principales causes d\u2019angle mort.<\/p><p data-start=\"429\" data-end=\"494\"><strong data-start=\"429\" data-end=\"494\">2. Mesurer les performances dans la dur\u00e9e et par sous-groupes<\/strong><\/p><p data-start=\"496\" data-end=\"779\">Le suivi des performances globales ne suffit pas. Une d\u00e9rive peut toucher certains profils d\u2019utilisateurs ou certaines cat\u00e9gories de cas avant de se g\u00e9n\u00e9raliser. Une analyse par sous-groupes permet de d\u00e9tecter les signaux faibles avant qu\u2019ils ne deviennent des probl\u00e8mes syst\u00e9miques.<\/p><p data-start=\"781\" data-end=\"843\"><strong data-start=\"781\" data-end=\"843\">3. Fixer des seuils d\u2019alerte et des fr\u00e9quences de r\u00e9examen<\/strong><\/p><p data-start=\"845\" data-end=\"1035\">En dessous d\u2019un certain niveau de fiabilit\u00e9, une revue doit \u00eatre automatiquement d\u00e9clench\u00e9e. Ces seuils doivent \u00eatre d\u00e9finis \u00e0 l\u2019avance, document\u00e9s et connus de toutes les parties prenantes.<\/p><p data-start=\"1037\" data-end=\"1071\"><strong data-start=\"1037\" data-end=\"1071\">4. Pr\u00e9parer un plan de r\u00e9ponse<\/strong><\/p><p data-start=\"1073\" data-end=\"1334\">Lorsqu\u2019un probl\u00e8me est d\u00e9tect\u00e9, l\u2019organisation doit savoir quoi faire. Elle peut corriger les donn\u00e9es d\u2019entra\u00eenement, r\u00e9entra\u00eener le mod\u00e8le, revenir \u00e0 une version ant\u00e9rieure ou suspendre temporairement le syst\u00e8me. L\u2019improvisation dans ces situations co\u00fbte cher.<\/p><p data-start=\"1336\" data-end=\"1600\" data-is-last-node=\"\" data-is-only-node=\"\">Dans le sc\u00e9nario fictif, si ce dispositif avait \u00e9t\u00e9 mis en place d\u00e8s le d\u00e9ploiement, la d\u00e9rive aurait \u00e9t\u00e9 d\u00e9tect\u00e9e \u00e0 ses d\u00e9buts, lorsqu\u2019elle \u00e9tait encore limit\u00e9e et facilement corrigeable, plut\u00f4t que dix-huit mois plus tard, une fois install\u00e9e et devenue co\u00fbteuse.<\/p><\/div><\/div><\/div><\/div><div class=\"z-0 flex min-h-[46px] justify-start\">\u00a0<\/div><\/div><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\" data-conversation-screenshot-content=\"\"><div>\u00a0<\/div><\/div><\/div><\/section><\/div><\/div><div class=\"pointer-events-none -mt-px h-px translate-y-(--scroll-root-safe-area-inset-bottom)\" aria-hidden=\"true\">\u00a0<\/div>\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-8329ff0 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=\"8329ff0\" 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-343d5c9 elementor-widget elementor-widget-heading\" data-id=\"343d5c9\" 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\">Quelles sont les obligations r\u00e9glementaires li\u00e9es \u00e0 la surveillance post-d\u00e9ploiement des syst\u00e8mes 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-608eb0e 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=\"608eb0e\" 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-db34aba 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=\"db34aba\" 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-0c32140 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=\"0c32140\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a29cba elementor-widget elementor-widget-text-editor\" data-id=\"4a29cba\" 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\">La question de la surveillance ne rel\u00e8ve pas seulement des bonnes pratiques. Elle peut constituer une obligation l\u00e9gale.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Le <b><strong class=\"font-semibold\">NIST AI Risk Management Framework<\/strong><\/b> recommande une \u00e9valuation continue des syst\u00e8mes d&#8217;IA en conditions r\u00e9elles tout au long de leur cycle de vie. De son c\u00f4t\u00e9, l&#8217;<b><strong class=\"font-semibold\">AI Act europ\u00e9en<\/strong><\/b> impose, pour les syst\u00e8mes d&#8217;IA \u00e0 haut risque, un dispositif de suivi apr\u00e8s commercialisation (<i><em class=\"italic\">post-market monitoring<\/em><\/i>) qui doit \u00eatre maintenu activement apr\u00e8s le d\u00e9ploiement.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Ces exigences ne se mettent pas en place toutes seules. Elles supposent que quelqu&#8217;un, dans l&#8217;organisation, en ait la charge et que les processus associ\u00e9s soient formalis\u00e9s.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Pour les syst\u00e8mes qui influencent l&#8217;acc\u00e8s \u00e0 des droits ou qui prennent des d\u00e9cisions affectant des personnes, ignorer cette dimension revient \u00e0 exposer l&#8217;organisation \u00e0 des risques \u00e0 la fois op\u00e9rationnels 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-4a5ddb9 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=\"4a5ddb9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9dc423f elementor-widget elementor-widget-image\" data-id=\"9dc423f\" 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\/08\/g31ec44db3ae21062b5c8aa97e6d69ca3795ad81b6fad468cb87a5afe9ad8dbcb20b33d48b66a11bd652e5fdf5948577e_640-4926021-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-7851\" alt=\"the legal, justice, law, right, justice, justice, justice, law, law, law, law, law\" \/>\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-ff3b982 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=\"ff3b982\" 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-032017a elementor-widget elementor-widget-heading\" data-id=\"032017a\" 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\">Quelles sont les obligations r\u00e9glementaires li\u00e9es \u00e0 la surveillance post-d\u00e9ploiement des syst\u00e8mes d'IA ?<\/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-1a604ec 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=\"1a604ec\" 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-33261af elementor-widget elementor-widget-text-editor\" data-id=\"33261af\" 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\">\u00a0<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">La question de la surveillance ne rel\u00e8ve pas seulement des bonnes pratiques. Elle peut constituer une obligation l\u00e9gale.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Le <b><strong class=\"font-semibold\">NIST AI Risk Management Framework<\/strong><\/b> recommande une \u00e9valuation continue des syst\u00e8mes d&#8217;IA en conditions r\u00e9elles tout au long de leur cycle de vie. De son c\u00f4t\u00e9, l&#8217;<b><strong class=\"font-semibold\">AI Act europ\u00e9en<\/strong><\/b> impose, pour les syst\u00e8mes d&#8217;IA \u00e0 haut risque, un dispositif de suivi apr\u00e8s commercialisation (<i><em class=\"italic\">post-market monitoring<\/em><\/i>) qui doit \u00eatre maintenu activement apr\u00e8s le d\u00e9ploiement.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Ces exigences ne se mettent pas en place toutes seules. Elles supposent que quelqu&#8217;un, dans l&#8217;organisation, en ait la charge et que les processus associ\u00e9s soient formalis\u00e9s.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Pour les syst\u00e8mes qui influencent l&#8217;acc\u00e8s \u00e0 des droits ou qui prennent des d\u00e9cisions affectant des personnes, ignorer cette dimension revient \u00e0 exposer l&#8217;organisation \u00e0 des risques \u00e0 la fois op\u00e9rationnels et de conformit\u00e9.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">\u00a0<\/p><h3 class=\"font-semibold pdf-heading-class-replace pb-0.5 text-xl leading-[40px] [&amp;:not(:first-child)]:pt-[21px] [&amp;_.underline]:underline-offset-[6px] [&amp;_a]:underline-offset-[6px]\">La vraie question que toute organisation devrait se poser<\/h3><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">Un mod\u00e8le d&#8217;IA n&#8217;est jamais fig\u00e9, et sa fiabilit\u00e9 n&#8217;est jamais acquise. Elle se surveille ; et surveiller suppose d&#8217;avoir d\u00e9sign\u00e9 qui est responsable, comment les mesures sont effectu\u00e9es, et quelles suites sont donn\u00e9es.<\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">La vraie question n&#8217;est donc pas seulement <i><em class=\"italic\">\u00ab notre syst\u00e8me fonctionne-t-il correctement aujourd&#8217;hui ? \u00bb<\/em><\/i>, mais <i><em class=\"italic\">\u00ab saurons-nous voir le jour o\u00f9 il cessera de fonctionner correctement \u2014 et saurons-nous quoi faire ? \u00bb<\/em><\/i><\/p><p class=\"text-md leading-[24px] font-regular pt-[9px] pb-0.5\">C&#8217;est \u00e0 cette question que la gouvernance doit r\u00e9pondre.<\/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-d87057d 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=\"d87057d\" 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-509c5cb elementor-widget elementor-widget-spacer\" data-id=\"509c5cb\" 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-3072ad5 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=\"3072ad5\" 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-7e88bad elementor-widget elementor-widget-heading\" data-id=\"7e88bad\" 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\">FAQ : d\u00e9rive des mod\u00e8les d'IA et gouvernance post-d\u00e9ploiement<\/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-924cc2a 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=\"924cc2a\" 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-c306480 uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\" data-id=\"c306480\" 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-204' 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-24c7920\" 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-24c7920 uael-question-span\" tabindex=\"0\" id=\"uael-faq-1-6aae5fe38cab6\">Qu'est-ce que la d\u00e9rive d'un mod\u00e8le 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>La d\u00e9rive d\u00e9signe la d\u00e9gradation progressive des performances d'un mod\u00e8le apr\u00e8s son d\u00e9ploiement, parce que la r\u00e9alit\u00e9 qu'il analyse \u00e9volue alors que lui reste fig\u00e9 sur ce qu'il a appris. Elle est silencieuse : le syst\u00e8me continue de produire des r\u00e9sultats d'apparence normale, mais de moins en moins fiables, sans panne ni alerte \u00e9vidente.<\/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-9965b24\" 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-9965b24 uael-question-span\" tabindex=\"0\" id=\"uael-faq-2-6aae5fe38d229\">Pourquoi les tests avant d\u00e9ploiement ne garantissent-ils pas la fiabilit\u00e9 dans le temps ?<\/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>Les tests pr\u00e9-d\u00e9ploiement donnent une photographie des performances \u00e0 un instant donn\u00e9. Ils ne tiennent pas compte des \u00e9volutions futures : nouvelles donn\u00e9es, nouveaux comportements, changements r\u00e9glementaires. Un mod\u00e8le valid\u00e9 au lancement peut devenir d\u00e9faillant sans que rien ne le signale.<\/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-70f99b7\" 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-70f99b7 uael-question-span\" tabindex=\"0\" id=\"uael-faq-3-6aae5fe38d273\">La d\u00e9rive est-elle surtout un probl\u00e8me technique ou de gouvernance ?<\/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>Les deux dimensions existent, mais le point faible est presque toujours la gouvernance. Les \u00e9quipes techniques connaissent g\u00e9n\u00e9ralement le ph\u00e9nom\u00e8ne. Ce qui manque, c'est une responsabilit\u00e9 clairement attribu\u00e9e, un processus de surveillance, des seuils d'alerte et un plan de r\u00e9ponse. Conna\u00eetre le risque ne suffit pas \u00e0 le ma\u00eetriser.<\/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-10d1a6b\" 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-10d1a6b uael-question-span\" tabindex=\"0\" id=\"uael-faq-4-6aae5fe38d2b6\">Que faut-il mettre en place concr\u00e8tement pour surveiller un mod\u00e8le en production ?<\/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>Au minimum : d\u00e9signer un responsable de la surveillance, mesurer les performances r\u00e9guli\u00e8rement et par sous-groupes, fixer des seuils d'alerte qui d\u00e9clenchent automatiquement une revue, et pr\u00e9parer un plan de r\u00e9ponse document\u00e9 (correction, r\u00e9entra\u00eenement, suspension).<\/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-57a22c2\" 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-57a22c2 uael-question-span\" tabindex=\"0\" id=\"uael-faq-5-6aae5fe38d2f9\">La surveillance post-d\u00e9ploiement est-elle une obligation r\u00e9glementaire ?<\/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>Pour les syst\u00e8mes d'IA \u00e0 haut risque vis\u00e9s par l'AI Act europ\u00e9en, un dispositif de suivi apr\u00e8s commercialisation est explicitement requis tout au long du cycle de vie. Le NIST recommande \u00e9galement une \u00e9valuation continue en conditions r\u00e9elles. Au-del\u00e0 des obligations, c'est une n\u00e9cessit\u00e9 d\u00e8s lors que le syst\u00e8me influence des d\u00e9cisions qui affectent des personnes.<\/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<div class=\"elementor-element elementor-element-7a3a679 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=\"7a3a679\" 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-48a5bce elementor-post-navigation-borders-yes elementor-widget elementor-widget-post-navigation\" data-id=\"48a5bce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-navigation.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation\" role=\"navigation\" aria-label=\"Navigation de publication\">\n\t\t\t<div class=\"elementor-post-navigation__prev elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/guenix.digital\/fr\/chatbot-ia-les-couches-de-conformite-que-lon-oublie-souvent\/\" rel=\"prev\"><span class=\"post-navigation__arrow-wrapper post-navigation__arrow-prev\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-left\" viewBox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M31.7 239l136-136c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9L127.9 256l96.4 96.4c9.4 9.4 9.4 24.6 0 33.9L201.7 409c-9.4 9.4-24.6 9.4-33.9 0l-136-136c-9.5-9.4-9.5-24.6-.1-34z\"><\/path><\/svg><span class=\"elementor-screen-only\">Pr\u00e9c\u00e9dent<\/span><\/span><span class=\"elementor-post-navigation__link__prev\"><span class=\"post-navigation__prev--label\">Pr\u00e9c\u00e9dent<\/span><span class=\"post-navigation__prev--title\">Chatbot IA : les couches de conformit\u00e9 que l&#8217;on oublie souvent<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation__separator-wrapper\">\n\t\t\t\t\t<div class=\"elementor-post-navigation__separator\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-post-navigation__next elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/guenix.digital\/fr\/utilisez-vous-lia-sans-le-savoir-comment-lidentifier\/\" rel=\"next\"><span class=\"elementor-post-navigation__link__next\"><span class=\"post-navigation__next--label\">Suivant<\/span><span class=\"post-navigation__next--title\">Utilisez-vous l&#8217;IA sans le savoir ? Comment l&#8217;identifier<\/span><\/span><span class=\"post-navigation__arrow-wrapper post-navigation__arrow-next\"><svg aria-hidden=\"true\" 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 class=\"elementor-screen-only\">Suivant<\/span><\/span><\/a>\t\t\t<\/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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Un mod\u00e8le d&#8217;IA se d\u00e9grade en silence apr\u00e8s son d\u00e9ploiement. Comprendre pourquoi la surveillance est avant tout un enjeu de gouvernance et comment y r\u00e9pondre.<\/p>\n","protected":false},"author":1,"featured_media":7848,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_canvas","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":[1,95,96],"tags":[102],"class_list":["post-7833","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualites","category-decryptages","category-etudes-de-cas","tag-modeles-dintelligence-artificielle-gouvernance-ia-gouvernance-post-deploiement"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Un mod\u00e8le d&#039;IA se d\u00e9grade en silence apr\u00e8s son d\u00e9ploiement. 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data-turn-id=\\\"request-6a54658d-b6f4-83eb-83a4-8724cfd674b9-3\\\" data-turn-id-container=\\\"request-6a54658d-b6f4-83eb-83a4-8724cfd674b9-3\\\" data-testid=\\\"conversation-turn-186\\\" data-turn=\\\"assistant\\\"><div class=\\\"text-base my-auto mx-auto pb-15 [--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 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=\\\"bb2bc9e8-c592-47cb-83ae-204705013092\\\" data-turn-start-message=\\\"true\\\" data-message-model-slug=\\\"gpt-5-6-thinking\\\"><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 class=\\\"PDq2pG_selectionAnchorContainer\\\" data-start=\\\"0\\\" data-end=\\\"99\\\">Une gouvernance efficace de la surveillance apr\\u00e8s d\\u00e9ploiement repose sur quatre piliers essentiels.<\\\/p><p data-start=\\\"101\\\" data-end=\\\"152\\\"><strong data-start=\\\"101\\\" data-end=\\\"152\\\">1. D\\u00e9signer un responsable clairement identifi\\u00e9<\\\/strong><\\\/p><p data-start=\\\"154\\\" data-end=\\\"427\\\">La surveillance d\\u2019un mod\\u00e8le en production doit \\u00eatre une mission explicitement attribu\\u00e9e \\u00e0 une personne ou \\u00e0 une \\u00e9quipe. Elle ne doit pas reposer sur une responsabilit\\u00e9 collective diffuse. L\\u2019absence de responsable d\\u00e9sign\\u00e9 constitue l\\u2019une des principales causes d\\u2019angle mort.<\\\/p><p data-start=\\\"429\\\" data-end=\\\"494\\\"><strong data-start=\\\"429\\\" data-end=\\\"494\\\">2. Mesurer les performances dans la dur\\u00e9e et par sous-groupes<\\\/strong><\\\/p><p data-start=\\\"496\\\" data-end=\\\"779\\\">Le suivi des performances globales ne suffit pas. Une d\\u00e9rive peut toucher certains profils d\\u2019utilisateurs ou certaines cat\\u00e9gories de cas avant de se g\\u00e9n\\u00e9raliser. Une analyse par sous-groupes permet de d\\u00e9tecter les signaux faibles avant qu\\u2019ils ne deviennent des probl\\u00e8mes syst\\u00e9miques.<\\\/p><p data-start=\\\"781\\\" data-end=\\\"843\\\"><strong data-start=\\\"781\\\" data-end=\\\"843\\\">3. Fixer des seuils d\\u2019alerte et des fr\\u00e9quences de r\\u00e9examen<\\\/strong><\\\/p><p data-start=\\\"845\\\" data-end=\\\"1035\\\">En dessous d\\u2019un certain niveau de fiabilit\\u00e9, une revue doit \\u00eatre automatiquement d\\u00e9clench\\u00e9e. Ces seuils doivent \\u00eatre d\\u00e9finis \\u00e0 l\\u2019avance, document\\u00e9s et connus de toutes les parties prenantes.<\\\/p><p data-start=\\\"1037\\\" data-end=\\\"1071\\\"><strong data-start=\\\"1037\\\" data-end=\\\"1071\\\">4. Pr\\u00e9parer un plan de r\\u00e9ponse<\\\/strong><\\\/p><p data-start=\\\"1073\\\" data-end=\\\"1334\\\">Lorsqu\\u2019un probl\\u00e8me est d\\u00e9tect\\u00e9, l\\u2019organisation doit savoir quoi faire. Elle peut corriger les donn\\u00e9es d\\u2019entra\\u00eenement, r\\u00e9entra\\u00eener le mod\\u00e8le, revenir \\u00e0 une version ant\\u00e9rieure ou suspendre temporairement le syst\\u00e8me. 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class=\\\"elementor-element elementor-element-76daf4d 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=\\\"76daf4d\\\" 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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elementor-widget-spacer\\\" data-id=\\\"a70170e\\\" 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-68d59fb 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=\\\"68d59fb\\\" 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-f9ae965 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=\\\"f9ae965\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-ac6f251 elementor-widget elementor-widget-heading\\\" data-id=\\\"ac6f251\\\" 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\\\">D\\u00e9rive des mod\\u00e8les d'IA<\\\/h1>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-e783036 elementor-widget elementor-widget-heading\\\" data-id=\\\"e783036\\\" 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 la gouvernance prime sur la 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class=\\\"elementor-element elementor-element-c91d6c8 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=\\\"c91d6c8\\\" 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-fe7e8b9 elementor-widget elementor-widget-image\\\" data-id=\\\"fe7e8b9\\\" 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 width=\\\"150\\\" height=\\\"150\\\" src=\\\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/quest-ce-que-la-derive-dun-modele-IA-150x150.webp\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7848\\\" alt=\\\"qu&apos;est ce que la de\\u0301rive d&apos;un mode\\u0300le 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-59406bf 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=\\\"59406bf\\\" 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-b18f103 elementor-widget elementor-widget-heading\\\" data-id=\\\"b18f103\\\" 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\\\">Pourquoi les tests avant d\\u00e9ploiement ne sont-ils pas suffisants ?<\\\/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-2378416 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=\\\"2378416\\\" 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-01a8aa6 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=\\\"01a8aa6\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-264f444 elementor-widget elementor-widget-image\\\" data-id=\\\"264f444\\\" 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 width=\\\"150\\\" height=\\\"150\\\" src=\\\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Test-avant-deploiement-non-suffisant--150x150.webp\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7849\\\" alt=\\\"Test avant de\\u0301ploiement non suffisant\\\" \\\/>\\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-74ebf2c 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=\\\"74ebf2c\\\" 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-f5fad9b 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=\\\"f5fad9b\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" 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class=\\\"elementor-element elementor-element-392b753 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=\\\"392b753\\\" 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-58bfd02 elementor-widget elementor-widget-heading\\\" data-id=\\\"58bfd02\\\" 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\\\">La d\\u00e9rive est-elle un probl\\u00e8me technique ou un probl\\u00e8me de gouvernance ?<\\\/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-bdadb65 e-flex 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class=\\\"elementor-heading-title elementor-size-default\\\">Comment mettre en place une surveillance efficace apr\\u00e8s 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-47236e1 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=\\\"47236e1\\\" 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-bc9a662 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=\\\"bc9a662\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div 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class=\\\"elementor-element elementor-element-8329ff0 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=\\\"8329ff0\\\" 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-343d5c9 elementor-widget elementor-widget-heading\\\" data-id=\\\"343d5c9\\\" 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\\\">Quelles sont les obligations r\\u00e9glementaires li\\u00e9es \\u00e0 la surveillance post-d\\u00e9ploiement des syst\\u00e8mes 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 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class=\\\"elementor-element elementor-element-4a5ddb9 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=\\\"4a5ddb9\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-9dc423f elementor-widget elementor-widget-image\\\" data-id=\\\"9dc423f\\\" 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 width=\\\"150\\\" height=\\\"150\\\" src=\\\"https:\\\/\\\/guenix.digital\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/g31ec44db3ae21062b5c8aa97e6d69ca3795ad81b6fad468cb87a5afe9ad8dbcb20b33d48b66a11bd652e5fdf5948577e_640-4926021-150x150.jpg\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7851\\\" alt=\\\"the legal, justice, law, right, justice, justice, justice, law, law, law, law, law\\\" \\\/>\\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-ff3b982 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=\\\"ff3b982\\\" 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-032017a elementor-widget elementor-widget-heading\\\" data-id=\\\"032017a\\\" 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\\\">Quelles sont les obligations r\\u00e9glementaires li\\u00e9es \\u00e0 la surveillance post-d\\u00e9ploiement des syst\\u00e8mes d'IA ?<\\\/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-1a604ec 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=\\\"1a604ec\\\" 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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wpr-jarallax-no wpr-parallax-no wpr-sticky-section-no wpr-column-slider-no wpr-equal-height-no e-con e-parent\\\" data-id=\\\"3072ad5\\\" 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-7e88bad elementor-widget elementor-widget-heading\\\" data-id=\\\"7e88bad\\\" 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\\\">FAQ : d\\u00e9rive des mod\\u00e8les d'IA et gouvernance post-d\\u00e9ploiement<\\\/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-924cc2a 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=\\\"924cc2a\\\" 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-c306480 uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\\\" data-id=\\\"c306480\\\" 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-204' 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-24c7920\\\" 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-24c7920 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-1-6aae5fe38cab6\\\">Qu'est-ce que la d\\u00e9rive d'un mod\\u00e8le 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>La d\\u00e9rive d\\u00e9signe la d\\u00e9gradation progressive des performances d'un mod\\u00e8le apr\\u00e8s son d\\u00e9ploiement, parce que la r\\u00e9alit\\u00e9 qu'il analyse \\u00e9volue alors que lui reste fig\\u00e9 sur ce qu'il a appris. Elle est silencieuse : le syst\\u00e8me continue de produire des r\\u00e9sultats d'apparence normale, mais de moins en moins fiables, sans panne ni alerte \\u00e9vidente.<\\\/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-9965b24\\\" 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-9965b24 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-2-6aae5fe38d229\\\">Pourquoi les tests avant d\\u00e9ploiement ne garantissent-ils pas la fiabilit\\u00e9 dans le temps ?<\\\/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>Les tests pr\\u00e9-d\\u00e9ploiement donnent une photographie des performances \\u00e0 un instant donn\\u00e9. Ils ne tiennent pas compte des \\u00e9volutions futures : nouvelles donn\\u00e9es, nouveaux comportements, changements r\\u00e9glementaires. Un mod\\u00e8le valid\\u00e9 au lancement peut devenir d\\u00e9faillant sans que rien ne le signale.<\\\/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-70f99b7\\\" 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-70f99b7 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-3-6aae5fe38d273\\\">La d\\u00e9rive est-elle surtout un probl\\u00e8me technique ou de gouvernance ?<\\\/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>Les deux dimensions existent, mais le point faible est presque toujours la gouvernance. Les \\u00e9quipes techniques connaissent g\\u00e9n\\u00e9ralement le ph\\u00e9nom\\u00e8ne. Ce qui manque, c'est une responsabilit\\u00e9 clairement attribu\\u00e9e, un processus de surveillance, des seuils d'alerte et un plan de r\\u00e9ponse. Conna\\u00eetre le risque ne suffit pas \\u00e0 le ma\\u00eetriser.<\\\/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-10d1a6b\\\" 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-10d1a6b uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-4-6aae5fe38d2b6\\\">Que faut-il mettre en place concr\\u00e8tement pour surveiller un mod\\u00e8le en production ?<\\\/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>Au minimum : d\\u00e9signer un responsable de la surveillance, mesurer les performances r\\u00e9guli\\u00e8rement et par sous-groupes, fixer des seuils d'alerte qui d\\u00e9clenchent automatiquement une revue, et pr\\u00e9parer un plan de r\\u00e9ponse document\\u00e9 (correction, r\\u00e9entra\\u00eenement, suspension).<\\\/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-57a22c2\\\" 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-57a22c2 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-5-6aae5fe38d2f9\\\">La surveillance post-d\\u00e9ploiement est-elle une obligation r\\u00e9glementaire ?<\\\/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>Pour les syst\\u00e8mes d'IA \\u00e0 haut risque vis\\u00e9s par l'AI Act europ\\u00e9en, un dispositif de suivi apr\\u00e8s commercialisation est explicitement requis tout au long du cycle de vie. Le NIST recommande \\u00e9galement une \\u00e9valuation continue en conditions r\\u00e9elles. Au-del\\u00e0 des obligations, c'est une n\\u00e9cessit\\u00e9 d\\u00e8s lors que le syst\\u00e8me influence des d\\u00e9cisions qui affectent des personnes.<\\\/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<div class=\\\"elementor-element elementor-element-7a3a679 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=\\\"7a3a679\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjQ4YTViY2UiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJwcmV2X2xhYmVsIjoiUHJcdTAwZTljXHUwMGU5ZGVudCIsIm5leHRfbGFiZWwiOiJTdWl2YW50IiwiZGlzcGxheV9jb25kaXRpb25fbGlzdCI6W3siZGlzcGxheV9jb25kaXRpb25fbG9naW5fc3RhdHVzIjoic3Vic2NyaWJlciIsIl9pZCI6IjA3NWIyNmYifV19LCJlbGVtZW50cyI6W10sIndpZGdldFR5cGUiOiJwb3N0LW5hdmlnYXRpb24ifQ==\\\"]\\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\/08\/quest-ce-que-la-derive-dun-modele-IA.webp",1417,741,false],"thumbnail":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA-150x150.webp",150,150,true],"medium":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA-300x157.webp",300,157,true],"medium_large":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA-768x402.webp",768,402,true],"large":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA-1024x535.webp",1024,535,true],"1536x1536":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA.webp",1417,741,false],"2048x2048":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA.webp",1417,741,false],"trp-custom-language-flag":["https:\/\/guenix.digital\/wp-content\/uploads\/2026\/08\/quest-ce-que-la-derive-dun-modele-IA-18x9.webp",18,9,true]},"uagb_author_info":{"display_name":"anastasie","author_link":"https:\/\/guenix.digital\/fr\/author\/anastasie\/"},"uagb_comment_info":0,"uagb_excerpt":"Un mod\u00e8le d'IA se d\u00e9grade en silence apr\u00e8s son d\u00e9ploiement. Comprendre pourquoi la surveillance est avant tout un enjeu de gouvernance et comment y r\u00e9pondre.","_links":{"self":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7833","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=7833"}],"version-history":[{"count":19,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7833\/revisions"}],"predecessor-version":[{"id":7884,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/posts\/7833\/revisions\/7884"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/media\/7848"}],"wp:attachment":[{"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/media?parent=7833"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/categories?post=7833"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/guenix.digital\/fr\/wp-json\/wp\/v2\/tags?post=7833"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}