{"id":162125,"date":"2025-12-17T00:15:53","date_gmt":"2025-12-16T22:15:53","guid":{"rendered":"https:\/\/jfrog.com\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/"},"modified":"2026-01-16T14:52:15","modified_gmt":"2026-01-16T12:52:15","slug":"how-to-detect-and-eliminate-shadow-ai-in-5-steps","status":"publish","type":"post","link":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/","title":{"rendered":"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes"},"content":{"rendered":"<p><img decoding=\"async\" class=\"size-full wp-image-161207 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155402\/03-Blog-inner-main-img-863X300-1.png\" alt=\"\" width=\"863\" height=\"300\" \/><\/p>\n<p><span style=\"font-weight: 400;\">La pression pour int\u00e9grer l\u2019IA est immense. Vos d\u00e9veloppeurs doivent aller toujours plus vite et trouver des moyens de mener \u00e0 bien leurs t\u00e2ches. Mais cette course \u00e0 l\u2019innovation se d\u00e9roule souvent en dehors des cadres de gouvernance \u00e9tablis, donnant naissance \u00e0 un risque diffus et invisible\u202f: le <\/span><b><i>Shadow AI<\/i><\/b><span style=\"font-weight: 400;\">, \u00e9galement connu sous le nom de l\u2019IA fant\u00f4me.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pour s\u00e9curiser votre organisation, vous devez d\u2019abord comprendre ce qu\u2019est r\u00e9ellement le Shadow AI.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Le <\/span><b>Shadow AI<\/b><span style=\"font-weight: 400;\"> ne se r\u00e9sume pas \u00e0 un simple fichier t\u00e9l\u00e9charg\u00e9 par un d\u00e9veloppeur sur son ordinateur. Elle repr\u00e9sente la t<\/span><b>otalit\u00e9 des actifs d\u2019IA non ma\u00eetris\u00e9s au sein de votre supply chain<\/b><span style=\"font-weight: 400;\">, et comprend trois volets distincts, tous aussi dangereux les uns que les autres\u00a0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Appels d\u2019API externes :<\/b><span style=\"font-weight: 400;\"> cl\u00e9s API cod\u00e9es en dur et risques de fuites de donn\u00e9es li\u00e9s aux appels \u00e0 des services tiers dans votre code.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mod\u00e8les open source\u00a0:<\/b><span style=\"font-weight: 400;\"> vuln\u00e9rabilit\u00e9s telles que l\u2019empoisonnement de la supply chain provenant de mod\u00e8les t\u00e9l\u00e9charg\u00e9s depuis des d\u00e9p\u00f4ts publics.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mod\u00e8les personnalis\u00e9s\u00a0:<\/b><span style=\"font-weight: 400;\"> mod\u00e8les propri\u00e9taires, d\u00e9velopp\u00e9s en interne, qui n\u2019ont pas fait l\u2019objet d\u2019un scan de s\u00e9curit\u00e9 ou dont la tra\u00e7abilit\u00e9 n\u2019est pas v\u00e9rifiable.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Si vous ne d\u00e9tectez pas et ne gouvernez pas tous les types de ressources d\u2019IA, vous exposez votre organisation \u00e0 des fuites de donn\u00e9es, des injections malveillantes et des violations de licence. Voici cinq \u00e9tapes concr\u00e8tes pour les ma\u00eetriser \u00e0 l\u2019aide de <\/span><a href=\"https:\/\/jfrog.com\/fr\/ai-catalog\/\"><span style=\"font-weight: 400;\">JFrog AI Catalog<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2>\u00c9tape 1\u00a0: Scanner vos d\u00e9p\u00f4ts existants<\/h2>\n<p><span style=\"font-weight: 400;\">La premi\u00e8re \u00e9tape pour reprendre le contr\u00f4le du <\/span><b>Shadow AI<\/b><span style=\"font-weight: 400;\"> consiste \u00e0 cesser de supposer et \u00e0 commencer \u00e0 auditer. Il vous faut un m\u00e9canisme unique capable d\u2019analyser chaque artefact, chaque build et chaque d\u00e9p\u00f4t de code source de votre syst\u00e8me afin de d\u00e9tecter l\u2019usage de l\u2019IA, qu\u2019il se trouve dans un fichier binaire ou dans un appel d\u2019API.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ce processus s\u2019appuie sur les composants de s\u00e9curit\u00e9 sous-jacents de JFrog pour trouver les actifs d\u2019IA non g\u00e9r\u00e9s sur l\u2019ensemble de la plateforme\u00a0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/jfrog.com\/fr\/xray\/\"><span style=\"font-weight: 400;\">JFrog Xray<\/span><\/a><span style=\"font-weight: 400;\"> passe au crible l\u2019ensemble de vos d\u00e9p\u00f4ts et artefacts (notamment les images Docker et les packages Maven) afin de recenser chaque mod\u00e8le, package, jeu de donn\u00e9es et d\u00e9pendance associ\u00e9e, qu\u2019il soit propri\u00e9taire ou open source.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/jfrog.com\/fr\/devops-native-security\/\"><span style=\"font-weight: 400;\">JFrog Advanced Security<\/span><\/a><span style=\"font-weight: 400;\"> effectue une analyse du code source pour d\u00e9tecter les signatures d\u2019appels \u00e0 des API d\u2019IA externes (par ex. OpenAI, Gemini ou Anthropic).<\/span><\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"size-full wp-image-161132 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/16235449\/image6.png\" alt=\"\" width=\"1999\" height=\"1300\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Une fois le scan termin\u00e9, le tableau de bord <\/span><b>Detected Models<\/b><span style=\"font-weight: 400;\"> dans l\u2019AI Catalog devient votre source de v\u00e9rit\u00e9 centralis\u00e9e, affichant chaque instance d\u2019utilisation de l\u2019IA, g\u00e9r\u00e9e ou non, \u00e0 travers vos d\u00e9p\u00f4ts et vos builds.<\/span><\/p>\n<h2>\u00c9tape 2\u00a0: Examiner l\u2019inventaire \u00ab\u00a0Shadow\u00a0\u00bb<\/h2>\n<p><span style=\"font-weight: 400;\">Une fois que vous disposez d\u2019une visibilit\u00e9 exhaustive, la priorisation devient cl\u00e9. Le tableau de bord Detected Models classe et cat\u00e9gorise automatiquement les r\u00e9sultats afin de vous aider \u00e0 traiter en premier les actifs pr\u00e9sentant le niveau de risque le plus \u00e9lev\u00e9.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Hi\u00e9rarchisez votre examen en utilisant ces trois crit\u00e8res\u00a0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Les mod\u00e8les malveillants d\u2019abord\u00a0:<\/b><span style=\"font-weight: 400;\"> traitez toujours imm\u00e9diatement les mod\u00e8les signal\u00e9s par Xray comme malveillants ou \u00e0 haut risque. Ce sont les incendies \u00e0 \u00e9teindre en priorit\u00e9.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Fr\u00e9quence d\u2019utilisation\u00a0:<\/b><span style=\"font-weight: 400;\"> triez les mod\u00e8les en fonction de leur fr\u00e9quence d\u2019apparition dans vos builds. Une utilisation g\u00e9n\u00e9ralis\u00e9e indique une forte d\u00e9pendance et un risque op\u00e9rationnel plus important que vous devez traiter rapidement.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Statut de gouvernance\u00a0:<\/b><span style=\"font-weight: 400;\"> le syst\u00e8me marque les actifs comme Non g\u00e9r\u00e9 (<\/span><i><span style=\"font-weight: 400;\">Unmanaged<\/span><\/i><span style=\"font-weight: 400;\">), G\u00e9r\u00e9 (<\/span><i><span style=\"font-weight: 400;\">Managed<\/span><\/i><span style=\"font-weight: 400;\">) ou Partiellement g\u00e9r\u00e9 (<\/span><i><span style=\"font-weight: 400;\">Partially managed<\/span><\/i><span style=\"font-weight: 400;\">).<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Cet inventaire d\u00e9taill\u00e9 impose un passage d\u2019une gouvernance r\u00e9active \u00e0 une <\/span><b>gouvernance pro-active<\/b><span style=\"font-weight: 400;\">\u00a0; vous allez au-del\u00e0 de la simple identification du Shadow AI pour comprendre son impact r\u00e9el sur l\u2019entreprise.<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-161133 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/16235603\/image3.png\" alt=\"\" width=\"1840\" height=\"644\" \/><\/p>\n<h2>\u00c9tape 3\u00a0: \u00c9valuer le risque<\/h2>\n<p><span style=\"font-weight: 400;\">Avant de d\u00e9cider d\u2019\u00ab\u00a0Autoriser\u00a0\u00bb ou de \u00ab\u00a0Bloquer\u00a0\u00bb un mod\u00e8le, vous devez quantifier le risque. Cela n\u00e9cessite une analyse approfondie des implications en mati\u00e8re de s\u00e9curit\u00e9 et de conformit\u00e9 de l\u2019actif non g\u00e9r\u00e9.<\/span><\/p>\n<h3>1. Risque de s\u00e9curit\u00e9\u00a0:<\/h3>\n<p><span style=\"font-weight: 400;\">Les mod\u00e8les open source, en particulier ceux provenant de hubs comme Hugging Face, constituent des cibles privil\u00e9gi\u00e9es pour des attaques de la cha\u00eene d\u2019approvisionnement, telles que le d\u00e9tournement d\u2019espace de noms (en anglais, <\/span><i><span style=\"font-weight: 400;\">namespace hijacking<\/span><\/i><span style=\"font-weight: 400;\">). Des acteurs malveillants peuvent y publier des mod\u00e8les \u00ab\u00a0empoisonn\u00e9s\u00a0\u00bb qui ex\u00e9cutent du code d\u00e8s leur t\u00e9l\u00e9chargement, entra\u00eenant l\u2019injection de shells invers\u00e9s et la compromission des syst\u00e8mes.<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-161134 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/16235652\/image4.png\" alt=\"\" width=\"732\" height=\"174\" \/><\/p>\n<h3>2. Risque de conformit\u00e9\u00a0:<\/h3>\n<p><span style=\"font-weight: 400;\">Les actifs non g\u00e9r\u00e9s pr\u00e9sentent \u00e9galement des risques juridiques majeurs. Sur le plan des licences, l\u2019utilisation involontaire d\u2019un mod\u00e8le soumis \u00e0 une licence non commerciale au sein d\u2019un produit commercial constitue une violation du droit de la propri\u00e9t\u00e9 intellectuelle. Par ailleurs, les appels d\u2019API cod\u00e9s en dur vers des services tels qu\u2019OpenAI exposent \u00e0 un risque de fuite de donn\u00e9es\u202f: des prompts sensibles et des donn\u00e9es propri\u00e9taires peuvent quitter votre environnement contr\u00f4l\u00e9 et \u00eatre trait\u00e9s par des syst\u00e8mes tiers.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Pour contrer ces menaces, l\u2019AI Catalog s\u2019appuie sur JFrog Xray et Advanced Security afin d\u2019\u00e9tablir une vision claire de la s\u00e9curit\u00e9 et de la conformit\u00e9 pour chaque mod\u00e8le. La plateforme analyse les artefacts contenant ces mod\u00e8les afin de d\u00e9tecter les vuln\u00e9rabilit\u00e9s dans les d\u00e9pendances, et signale les packages malveillants ou \u00e0 haut risque pour vous permettre d\u2019agir rapidement. En parall\u00e8le, elle v\u00e9rifie la conformit\u00e9 des licences et d\u00e9tecte les signatures d\u2019API pr\u00e9sentes dans votre code. En agr\u00e9geant l\u2019ensemble de ces donn\u00e9es de s\u00e9curit\u00e9 et juridiques dans une vue unique, vous disposez d\u2019un registre auditable pour prendre une d\u00e9cision de gouvernance \u00e9clair\u00e9e.<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-161135 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/16235726\/image1.png\" alt=\"Security and legal data aggregated into a single view\" width=\"1200\" height=\"1002\" \/><\/p>\n<h2>\u00c9tape 4\u00a0: Application des politiques<\/h2>\n<p><span style=\"font-weight: 400;\">Une fois le risque quantifi\u00e9, vous passez de l\u2019observation passive au contr\u00f4le actif. Votre objectif est simple\u00a0: vous assurer que les \u00e9quipes n\u2019utilisent que des actifs d\u2019IA conformes et approuv\u00e9s, et bloquer tout le reste.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Si un actif est \u00e0 haut risque, malveillant ou enfreint une politique, vous pouvez le bloquer imm\u00e9diatement.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bloquer depuis le cache\u00a0:<\/b><span style=\"font-weight: 400;\"> lorsque vous marquez un mod\u00e8le comme \u00ab\u00a0Bloqu\u00e9\u00a0\u00bb, le syst\u00e8me cr\u00e9e automatiquement une politique de <\/span><a href=\"https:\/\/jfrog.com\/fr\/curation\/\"><span style=\"font-weight: 400;\">Curation<\/span><\/a><span style=\"font-weight: 400;\">. En une seule action, il supprime toutes les instances mises en cache de ce mod\u00e8le dans les d\u00e9p\u00f4ts distants et emp\u00eache les t\u00e9l\u00e9chargements futurs.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Politique de blocage Xray\u00a0:<\/b><span style=\"font-weight: 400;\"> dans le cas des d\u00e9p\u00f4ts locaux, une <\/span><b>politique de blocage des t\u00e9l\u00e9chargements Xray<\/b><span style=\"font-weight: 400;\"> emp\u00eache toute utilisation du mod\u00e8le au sein de projets soumis \u00e0 des r\u00e8gles de gouvernance.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Vous rencontrerez souvent des mod\u00e8les avec un statut <\/span><b>Partially Managed<\/b><span style=\"font-weight: 400;\">. Cela indique un \u00e9tat d\u2019incoh\u00e9rence\u00a0: le mod\u00e8le est <\/span><b>autoris\u00e9<\/b><span style=\"font-weight: 400;\"> dans un seul projet, mais il est toujours d\u00e9tect\u00e9 dans les d\u00e9p\u00f4ts d\u2019autres projets o\u00f9 une d\u00e9cision de gouvernance n\u2019a pas encore \u00e9t\u00e9 prise.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Au lieu de bloquer ces mod\u00e8les et de risquer d\u2019interrompre des workflows valides, utilisez l\u2019action Autoriser (<\/span><i><span style=\"font-weight: 400;\">Allow<\/span><\/i><span style=\"font-weight: 400;\">) pour \u00e9tendre la gouvernance aux instances non g\u00e9r\u00e9es. Cela unifie le statut du mod\u00e8le, garantissant qu\u2019il est surveill\u00e9 et s\u00e9curis\u00e9 de mani\u00e8re coh\u00e9rente dans toutes les \u00e9quipes qui l\u2019utilisent.<\/span><\/p>\n<h3>G\u00e9rer l\u2019utilisation existante<\/h3>\n<p><span style=\"font-weight: 400;\">Certains mod\u00e8les sont d\u00e9j\u00e0 utilis\u00e9s par plusieurs \u00e9quipes, ce qui rend un blocage imm\u00e9diat et strict trop perturbateur. Dans ces cas, le statut <\/span><b>Partially Managed<\/b><span style=\"font-weight: 400;\"> joue un r\u00f4le cl\u00e9\u202f:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ce statut indique que le mod\u00e8le est <\/span><b>autoris\u00e9<\/b><span style=\"font-weight: 400;\"> dans un projet mais reste <\/span><b>non g\u00e9r\u00e9<\/b><span style=\"font-weight: 400;\"> dans un autre, souvent en raison de d\u00e9p\u00f4ts partag\u00e9s.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">La solution consiste \u00e0 utiliser l\u2019action <\/span><b>Allow<\/b><span style=\"font-weight: 400;\"> afin d\u2019int\u00e9grer les projets non g\u00e9r\u00e9s restants sous la gouvernance de l\u2019AI Catalog, garantissant une transition fluide vers un \u00e9tat enti\u00e8rement g\u00e9r\u00e9, sans provoquer d\u2019\u00e9checs inutiles pour les d\u00e9veloppeurs.<\/span><\/p>\n<p><img decoding=\"async\" class=\"size-full wp-image-161136 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/17000605\/image5.png\" alt=\"Manage existing usage\" width=\"1084\" height=\"764\" \/><\/p>\n<h2>\u00c9tape 5\u00a0: D\u00e9finir le parcours de r\u00e9f\u00e9rence<\/h2>\n<p><span style=\"font-weight: 400;\">L\u2019\u00e9tape finale consiste \u00e0 faire \u00e9voluer l\u2019exp\u00e9rience d\u00e9veloppeur d\u2019un \u00ab\u00a0far west\u00a0\u00bb de mod\u00e8les non sanctionn\u00e9s vers un parcours de r\u00e9f\u00e9rence d\u2019innovation ma\u00eetris\u00e9e et s\u00e9curis\u00e9e.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Si vous bloquez un actif d\u2019IA, vous devez fournir une alternative de confiance. L\u2019AI Catalog le permet en cr\u00e9ant un hub centralis\u00e9 en self-service\u00a0:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>D\u00e9couverte de confiance\u00a0:<\/b><span style=\"font-weight: 400;\"> les d\u00e9veloppeurs parcourent le registre \u00e0 la recherche de services internes, open source et commerciaux approuv\u00e9s. Ils savent instantan\u00e9ment que tout actif qu\u2019ils choisissent est s\u00e9curis\u00e9 et conforme.<\/span><\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"size-full wp-image-161137 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/17000719\/image7.png\" alt=\"trusted discovery\" width=\"1306\" height=\"880\" \/><\/p>\n<ul>\n<li><b>Abstraction des identifiants\u00a0:<\/b><span style=\"font-weight: 400;\"> l\u2019AI Gateway \u00e9limine la complexit\u00e9 et les risques li\u00e9s aux cl\u00e9s API. La gestion des identifiants est enti\u00e8rement prise en charge par la plateforme, permettant aux d\u00e9veloppeurs de consommer des services gouvern\u00e9s sans jamais exposer de cl\u00e9s API.<\/span><\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"size-full wp-image-161138 aligncenter\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/17000832\/image2.png\" alt=\"credential abstraction\" width=\"1544\" height=\"226\" \/><\/p>\n<p><span style=\"font-weight: 400;\">En \u00e9rigeant votre tableau de bord de gouvernance en point de contr\u00f4le central, vous faites passer votre strat\u00e9gie IA d\u2019un chaos non ma\u00eetris\u00e9 \u00e0 une v\u00e9locit\u00e9 fiable, ajust\u00e9e au risque et digne de confiance.<\/span><\/p>\n<h2>Prenez le contr\u00f4le de votre IA<\/h2>\n<p><span style=\"font-weight: 400;\">Dans un monde de d\u00e9veloppement \u00e0 grande vitesse, le Shadow AI est une r\u00e9alit\u00e9 incontournable \u2014 mais il ne doit pas pour autant \u00eatre un risque hors de contr\u00f4le. En consid\u00e9rant les actifs d\u2019IA comme des \u00e9l\u00e9ments \u00e0 part enti\u00e8re de votre cha\u00eene d\u2019approvisionnement, vous pouvez \u00e9tendre vos pratiques \u00e9prouv\u00e9es de gestion des artefacts, de s\u00e9curit\u00e9 et de gouvernance \u00e0 ce nouveau p\u00e9rim\u00e8tre.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">L\u2019AI Catalog offre la visibilit\u00e9 n\u00e9cessaire pour d\u00e9tecter chaque actif non g\u00e9r\u00e9 et le plan de contr\u00f4le pour les gouverner, vous assurant de pouvoir adopter l\u2019IA en toute s\u00e9curit\u00e9 et \u00e0 grande \u00e9chelle.<\/span><\/p>\n<p><b>Pr\u00eat \u00e0 \u00e9liminer le Shadow AI et \u00e0 prendre le contr\u00f4le de vos workflows d\u2019IA ? <\/b><a href=\"https:\/\/jfrog.com\/fr\/jfrog-ml\/demo\/?focus=AI+Governance+and+Security\"><b>Contactez nos experts et lancez le scan d\u00e8s aujourd\u2019hui<\/b><\/a><b>.<\/b><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>La pression pour int\u00e9grer l\u2019IA est immense. Vos d\u00e9veloppeurs doivent aller toujours plus vite et trouver des moyens de mener \u00e0 bien leurs t\u00e2ches. Mais cette course \u00e0 l\u2019innovation se d\u00e9roule souvent en dehors des cadres de gouvernance \u00e9tablis, donnant naissance \u00e0 un risque diffus et invisible\u202f: le Shadow AI, \u00e9galement connu sous le nom &hellip;<\/p>\n","protected":false},"author":506,"featured_media":161210,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[10619,10153],"tags":[11009,11010,10724],"class_list":["post-162125","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia-ml","category-securite-et-devsecops","tag-shadow-ai-fr","tag-ai-ml-fr","tag-security-fr","resource_categories-ai-ml","resource_categories-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.6 (Yoast SEO v22.6) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>IA fant\u00f4me: d\u00e9tecter et \u00e9liminer le Shadow AI | JFrog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts\/162125\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes\" \/>\n<meta property=\"og:description\" content=\"La pression pour int\u00e9grer l\u2019IA est immense. Vos d\u00e9veloppeurs doivent aller toujours plus vite et trouver des moyens de mener \u00e0 bien leurs t\u00e2ches. Mais cette course \u00e0 l\u2019innovation se d\u00e9roule souvent en dehors des cadres de gouvernance \u00e9tablis, donnant naissance \u00e0 un risque diffus et invisible\u202f: le Shadow AI, \u00e9galement connu sous le nom &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\" \/>\n<meta property=\"og:site_name\" content=\"JFrog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/artifrog\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-16T22:15:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-16T12:52:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155524\/01-Blog-main-img-1200X628-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"zoer\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@jfrog\" \/>\n<meta name=\"twitter:site\" content=\"@jfrog\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"zoer\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\"},\"author\":{\"name\":\"zoer\",\"@id\":\"https:\/\/jfrog.com\/fr\/#\/schema\/person\/506b8c11f17cb8a81546c486fa9f663e\"},\"headline\":\"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes\",\"datePublished\":\"2025-12-16T22:15:53+00:00\",\"dateModified\":\"2026-01-16T12:52:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\"},\"wordCount\":1758,\"publisher\":{\"@id\":\"https:\/\/jfrog.com\/fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png\",\"keywords\":[\"Shadow AI\",\"AI\/ML\",\"security\"],\"articleSection\":[\"IA\/ML\",\"S\u00e9curit\u00e9 et DevSecOps\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\",\"url\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\",\"name\":\"IA fant\u00f4me: d\u00e9tecter et \u00e9liminer le Shadow AI | JFrog\",\"isPartOf\":{\"@id\":\"https:\/\/jfrog.com\/fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png\",\"datePublished\":\"2025-12-16T22:15:53+00:00\",\"dateModified\":\"2026-01-16T12:52:15+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage\",\"url\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png\",\"contentUrl\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png\",\"width\":203,\"height\":148,\"caption\":\"Detect Shadow AI\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/jfrog.com\/fr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/jfrog.com\/fr\/#website\",\"url\":\"https:\/\/jfrog.com\/fr\/\",\"name\":\"JFrog\",\"description\":\"Deliver Trusted Software Releases at Speed and Scale\",\"publisher\":{\"@id\":\"https:\/\/jfrog.com\/fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/jfrog.com\/fr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/jfrog.com\/fr\/#organization\",\"name\":\"JFrog\",\"url\":\"https:\/\/jfrog.com\/fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/jfrog.com\/fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/05\/27095207\/Logo.svg\",\"contentUrl\":\"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/05\/27095207\/Logo.svg\",\"width\":74,\"height\":73,\"caption\":\"JFrog\"},\"image\":{\"@id\":\"https:\/\/jfrog.com\/fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/artifrog\",\"https:\/\/x.com\/jfrog\",\"https:\/\/www.linkedin.com\/company\/455737\",\"https:\/\/www.youtube.com\/channel\/UCh2hNg76zo3d1qQqTWIQxDg\",\"https:\/\/www.wikidata.org\/wiki\/Q98608948\"],\"description\":\"We set out on our Liquid Software journey in 2008, with the mission to transform the way enterprises manage and release software updates. The world expects software to update continuously, securely, non-intrusively and without user intervention. This hyper-connected experience can only be enabled by automation with an end-to-end DevOps platform and a binary-centric focus. With this in mind, we\u2019ve developed the JFrog Platform, ushering in a new era of DevOps and DevSecOps standards that power continuous updates. More than a decade after our founding, with thousands of customers and millions of users globally, JFrog has become the \u201cDatabase of DevOps\u201d and the de-facto standard in release and update management.\",\"legalName\":\"Jfrog, Inc.\",\"numberOfEmployees\":{\"@type\":\"QuantitativeValue\",\"minValue\":\"1001\",\"maxValue\":\"5000\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/jfrog.com\/fr\/#\/schema\/person\/506b8c11f17cb8a81546c486fa9f663e\",\"name\":\"zoer\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/jfrog.com\/fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/98fe27df64b29d39c0d9f3e1f93264891c82c56b04f5811e5b310089561acf52?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/98fe27df64b29d39c0d9f3e1f93264891c82c56b04f5811e5b310089561acf52?s=96&d=mm&r=g\",\"caption\":\"zoer\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"IA fant\u00f4me: d\u00e9tecter et \u00e9liminer le Shadow AI | JFrog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts\/162125","og_locale":"fr_FR","og_type":"article","og_title":"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes","og_description":"La pression pour int\u00e9grer l\u2019IA est immense. Vos d\u00e9veloppeurs doivent aller toujours plus vite et trouver des moyens de mener \u00e0 bien leurs t\u00e2ches. Mais cette course \u00e0 l\u2019innovation se d\u00e9roule souvent en dehors des cadres de gouvernance \u00e9tablis, donnant naissance \u00e0 un risque diffus et invisible\u202f: le Shadow AI, \u00e9galement connu sous le nom &hellip;","og_url":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/","og_site_name":"JFrog","article_publisher":"https:\/\/www.facebook.com\/artifrog","article_published_time":"2025-12-16T22:15:53+00:00","article_modified_time":"2026-01-16T12:52:15+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155524\/01-Blog-main-img-1200X628-1.png","type":"image\/png"}],"author":"zoer","twitter_card":"summary_large_image","twitter_creator":"@jfrog","twitter_site":"@jfrog","twitter_misc":{"Written by":"zoer","Est. reading time":"9 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#article","isPartOf":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/"},"author":{"name":"zoer","@id":"https:\/\/jfrog.com\/fr\/#\/schema\/person\/506b8c11f17cb8a81546c486fa9f663e"},"headline":"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes","datePublished":"2025-12-16T22:15:53+00:00","dateModified":"2026-01-16T12:52:15+00:00","mainEntityOfPage":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/"},"wordCount":1758,"publisher":{"@id":"https:\/\/jfrog.com\/fr\/#organization"},"image":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage"},"thumbnailUrl":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png","keywords":["Shadow AI","AI\/ML","security"],"articleSection":["IA\/ML","S\u00e9curit\u00e9 et DevSecOps"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/","url":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/","name":"IA fant\u00f4me: d\u00e9tecter et \u00e9liminer le Shadow AI | JFrog","isPartOf":{"@id":"https:\/\/jfrog.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage"},"image":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage"},"thumbnailUrl":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png","datePublished":"2025-12-16T22:15:53+00:00","dateModified":"2026-01-16T12:52:15+00:00","breadcrumb":{"@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#primaryimage","url":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png","contentUrl":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/12\/23155506\/07-Blog-Thumbnail-203X148-1.png","width":203,"height":148,"caption":"Detect Shadow AI"},{"@type":"BreadcrumbList","@id":"https:\/\/jfrog.com\/fr\/blog\/how-to-detect-and-eliminate-shadow-ai-in-5-steps\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/jfrog.com\/fr\/"},{"@type":"ListItem","position":2,"name":"Comment d\u00e9tecter et \u00e9liminer le Shadow AI en 5 \u00e9tapes"}]},{"@type":"WebSite","@id":"https:\/\/jfrog.com\/fr\/#website","url":"https:\/\/jfrog.com\/fr\/","name":"JFrog","description":"Deliver Trusted Software Releases at Speed and Scale","publisher":{"@id":"https:\/\/jfrog.com\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/jfrog.com\/fr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/jfrog.com\/fr\/#organization","name":"JFrog","url":"https:\/\/jfrog.com\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/jfrog.com\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/05\/27095207\/Logo.svg","contentUrl":"https:\/\/speedmedia2.jfrog.com\/08612fe1-9391-4cf3-ac1a-6dd49c36b276\/media.jfrog.com\/wp-content\/uploads\/2025\/05\/27095207\/Logo.svg","width":74,"height":73,"caption":"JFrog"},"image":{"@id":"https:\/\/jfrog.com\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/artifrog","https:\/\/x.com\/jfrog","https:\/\/www.linkedin.com\/company\/455737","https:\/\/www.youtube.com\/channel\/UCh2hNg76zo3d1qQqTWIQxDg","https:\/\/www.wikidata.org\/wiki\/Q98608948"],"description":"We set out on our Liquid Software journey in 2008, with the mission to transform the way enterprises manage and release software updates. The world expects software to update continuously, securely, non-intrusively and without user intervention. This hyper-connected experience can only be enabled by automation with an end-to-end DevOps platform and a binary-centric focus. With this in mind, we\u2019ve developed the JFrog Platform, ushering in a new era of DevOps and DevSecOps standards that power continuous updates. More than a decade after our founding, with thousands of customers and millions of users globally, JFrog has become the \u201cDatabase of DevOps\u201d and the de-facto standard in release and update management.","legalName":"Jfrog, Inc.","numberOfEmployees":{"@type":"QuantitativeValue","minValue":"1001","maxValue":"5000"}},{"@type":"Person","@id":"https:\/\/jfrog.com\/fr\/#\/schema\/person\/506b8c11f17cb8a81546c486fa9f663e","name":"zoer","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/jfrog.com\/fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/98fe27df64b29d39c0d9f3e1f93264891c82c56b04f5811e5b310089561acf52?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/98fe27df64b29d39c0d9f3e1f93264891c82c56b04f5811e5b310089561acf52?s=96&d=mm&r=g","caption":"zoer"}}]}},"_links":{"self":[{"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts\/162125","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/users\/506"}],"replies":[{"embeddable":true,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/comments?post=162125"}],"version-history":[{"count":2,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts\/162125\/revisions"}],"predecessor-version":[{"id":162132,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/posts\/162125\/revisions\/162132"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/media\/161210"}],"wp:attachment":[{"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/media?parent=162125"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/categories?post=162125"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jfrog.com\/fr\/wp-json\/wp\/v2\/tags?post=162125"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}