{"id":19669,"date":"2026-10-12T10:22:24","date_gmt":"2026-10-12T10:22:24","guid":{"rendered":"https:\/\/www.ignition-technology.com\/fr\/?p=19669"},"modified":"2026-10-12T10:22:24","modified_gmt":"2026-10-12T10:22:24","slug":"securiser-lia-comment-proteger-les-donnees-les-utilisateurs-et-les-agents-intelligents","status":"publish","type":"post","link":"https:\/\/www.ignition-technology.com\/fr\/insights\/securiser-lia-comment-proteger-les-donnees-les-utilisateurs-et-les-agents-intelligents\/","title":{"rendered":"S\u00e9curiser l\u2019IA : comment prot\u00e9ger les donn\u00e9es, les utilisateurs et les agents intelligents ?"},"content":{"rendered":"<div>\n<p>L\u2019intelligence artificielle est entr\u00e9e dans une nouvelle phase d\u2019adoption. Apr\u00e8s les premiers usages exp\u00e9rimentaux autour des assistants g\u00e9n\u00e9ratifs, les entreprises int\u00e8grent d\u00e9sormais l\u2019IA au c\u0153ur de leurs applications m\u00e9tier, de leurs processus de d\u00e9veloppement et de leurs op\u00e9rations quotidiennes. Les mod\u00e8les d\u2019IA, les assistants conversationnels et les agents autonomes deviennent progressivement des composants \u00e0 part enti\u00e8re du syst\u00e8me d\u2019information.<\/p>\n<\/div>\n<div>\n<p>Cette \u00e9volution ouvre d\u2019importantes perspectives en mati\u00e8re de productivit\u00e9, d\u2019innovation et d\u2019automatisation. Mais elle modifie \u00e9galement la surface d\u2019attaque des organisations. Les donn\u00e9es circulent d\u00e9sormais entre utilisateurs, applications, mod\u00e8les d\u2019IA et agents automatis\u00e9s, cr\u00e9ant de nouveaux d\u00e9fis de s\u00e9curit\u00e9 qui d\u00e9passent le p\u00e9rim\u00e8tre traditionnel des \u00e9quipes IT.<\/p>\n<\/div>\n<div>\n<p>L\u2019enjeu n\u2019est plus seulement d\u2019autoriser ou non l\u2019utilisation de l\u2019IA. Il s\u2019agit d\u00e9sormais de permettre son adoption \u00e0 grande \u00e9chelle tout en assurant la protection des donn\u00e9es, la conformit\u00e9 des usages et la ma\u00eetrise des risques associ\u00e9s.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<h3><span style=\"color: #0d475e\"><strong>Risques pour les entreprises<\/strong><\/span><\/h3>\n<div>\n<p>L\u2019adoption rapide de l\u2019IA s\u2019accompagne d\u2019un d\u00e9fi majeur : le manque de visibilit\u00e9.<\/p>\n<\/div>\n<div>\n<p>Selon Netskope, <span style=\"color: #0d475e\"><strong>94 % des organisations d\u00e9clarent avoir des lacunes dans la visibilit\u00e9 des activit\u00e9s li\u00e9es \u00e0 l\u2019IA<\/strong>.<\/span> Les \u00e9quipes de s\u00e9curit\u00e9 peinent souvent \u00e0 identifier pr\u00e9cis\u00e9ment quels outils sont utilis\u00e9s, quelles donn\u00e9es sont partag\u00e9es et comment elles transitent dans l\u2019\u00e9cosyst\u00e8me IA de l\u2019entreprise.<\/p>\n<\/div>\n<div>\n<p>Parmi les principaux risques figure le <span style=\"color: #0d475e\"><strong>Shadow AI<\/strong><\/span>, c\u2019est-\u00e0-dire l\u2019utilisation d\u2019outils d\u2019intelligence artificielle sans validation ou supervision de l\u2019entreprise. Netskope estime que <span style=\"color: #0d475e\"><strong>72 % des usages observ\u00e9s des applications d\u2019IA g\u00e9n\u00e9rative rel\u00e8vent du Shadow AI<\/strong>.<\/span><\/p>\n<p style=\"font-weight: 400\">\u00c0 cela s\u2019ajoutent de nouvelles menaces sp\u00e9cifiques aux environnements IA :<\/p>\n<ul style=\"font-weight: 400\">\n<li>fuite de donn\u00e9es sensibles via les prompts ou les r\u00e9ponses g\u00e9n\u00e9r\u00e9es ;<\/li>\n<li>acc\u00e8s excessifs accord\u00e9s aux applications ou agents autonomes ;<\/li>\n<li>attaques de type <em>prompt injection<\/em> visant \u00e0 manipuler le comportement d\u2019un mod\u00e8le ;<\/li>\n<li>tentatives de <em>jailbreak<\/em> pour contourner les garde-fous de s\u00e9curit\u00e9 ;<\/li>\n<li>\u00e9changes automatis\u00e9s entre agents et syst\u00e8mes difficilement visibles pour les outils de s\u00e9curit\u00e9 traditionnels.<\/li>\n<\/ul>\n<p style=\"font-weight: 400\">Plus l\u2019IA devient autonome, plus la question de la gouvernance et du contr\u00f4le des interactions entre utilisateurs, donn\u00e9es, applications et agents devient strat\u00e9gique.<\/p>\n<\/div>\n<p style=\"font-weight: 400\">\n<p>&nbsp;<\/p>\n<div>\n<div>\n<div>\n<div>\n<h3><span style=\"color: #0d475e\">L\u2019IA en entreprise : trois chiffres \u00e0 retenir<\/span><\/h3>\n<\/div>\n<div><\/div>\n<\/div>\n<div><div class=\"counter counter_vertical animate-math\"><div class=\"icon_wrapper\"><i class=\"icon-eye\" style=\"color: #od475e;\" aria-hidden=\"true\"><\/i><\/div><div class=\"desc_wrapper\"><div class=\"number-wrapper\"><span class=\"number\" data-to=\"94\"  >94<\/span><span class=\"label postfix\">%<\/span><\/div><p class=\"title \">des organisations d\u00e9clarent avoir des lacunes de visibilit\u00e9 sur leurs activit\u00e9s li\u00e9es \u00e0 l\u2019IA.<\/p><\/div><\/div>\n <div class=\"counter counter_vertical animate-math\"><div class=\"icon_wrapper\"><i class=\"icon-doc-text\" style=\"color: #od475e;\" aria-hidden=\"true\"><\/i><\/div><div class=\"desc_wrapper\"><div class=\"number-wrapper\"><span class=\"number\" data-to=\"72\"  >72<\/span><span class=\"label postfix\">%<\/span><\/div><p class=\"title \">des usages d\u2019applications GenAI observ\u00e9s rel\u00e8vent du Shadow AI.<\/p><\/div><\/div>\n <div class=\"counter counter_vertical animate-math\"><div class=\"icon_wrapper\"><i class=\"icon-network\" style=\"color: #od475e;\" aria-hidden=\"true\"><\/i><\/div><div class=\"desc_wrapper\"><div class=\"number-wrapper\"><span class=\"number\" data-to=\"223\"  >223<\/span><\/div><p class=\"title \">violations de politiques de donn\u00e9es li\u00e9es \u00e0 l\u2019IA g\u00e9n\u00e9rative sont observ\u00e9es en moyenne chaque mois.<\/p><\/div><\/div>\n<\/div>\n<div><\/div>\n<div><em>Sources : Netskope AI Risk and Readiness Report et Netskope Cloud and Threat Report 2026, cit\u00e9s dans le Solution Brief Netskope One AI Security 2026\u00a0<\/em><\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"color: #0d475e\"><strong>Comment <\/strong><b>Netskope s\u00e9curise l\u2019ensemble de l\u2019\u00e9cosyst\u00e8me IA en entreprise<\/b><\/span><\/h2>\n<div>\n<p>Face \u00e0 la multiplication des usages de l&#8217;IA, les entreprises ont besoin de bien plus qu&#8217;un simple contr\u00f4le des acc\u00e8s. Elles doivent \u00eatre capables d&#8217;identifier les applications utilis\u00e9es, de prot\u00e9ger les donn\u00e9es qui alimentent les mod\u00e8les, de s\u00e9curiser les interactions des agents autonomes et de d\u00e9tecter les nouvelles menaces propres \u00e0 l&#8217;IA.<\/p>\n<\/div>\n<div>\n<p>Pour r\u00e9pondre \u00e0 ces enjeux, Netskope propose une approche unifi\u00e9e de la s\u00e9curit\u00e9 de l&#8217;IA au sein de la plateforme Netskope One. L&#8217;objectif est d&#8217;offrir une visibilit\u00e9 compl\u00e8te sur l&#8217;ensemble de l&#8217;\u00e9cosyst\u00e8me IA tout en appliquant des contr\u00f4les coh\u00e9rents sur les utilisateurs, les applications, les agents et les donn\u00e9es.<\/p>\n<\/div>\n<div>\n<p>L&#8217;approche repose sur plusieurs briques compl\u00e9mentaires.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<h3><span style=\"color: #0d475e\"><strong>Une visibilit\u00e9 compl\u00e8te sur les usages IA<\/strong><\/span><\/h3>\n<p style=\"font-weight: 400\">La premi\u00e8re \u00e9tape consiste \u00e0 identifier les applications et services d&#8217;IA utilis\u00e9s dans l&#8217;entreprise. Gr\u00e2ce au Netskope One AI Command Center, les \u00e9quipes s\u00e9curit\u00e9 peuvent d\u00e9couvrir les applications d&#8217;IA g\u00e9n\u00e9rative, les fonctionnalit\u00e9s IA int\u00e9gr\u00e9es aux applications SaaS ainsi que les serveurs MCP (Model Context Protocol) utilis\u00e9s par les agents autonomes.<\/p>\n<p style=\"font-weight: 400\">Cette visibilit\u00e9 permet notamment de d\u00e9tecter les usages Shadow AI, de suivre les comportements des utilisateurs et d&#8217;appliquer des contr\u00f4les en temps r\u00e9el sur les flux li\u00e9s \u00e0 l&#8217;IA.<\/p>\n<p style=\"font-weight: 400\">Encadrer chiffres\u00a0: Cette visibilit\u00e9 s\u2019appuie sur un r\u00e9f\u00e9rentiel de plus de <span style=\"color: #0d475e\"><strong>85 000 applications SaaS<\/strong>,<\/span> dont plus de <span style=\"color: #0d475e\"><strong>1 800 applications d\u2019IA g\u00e9n\u00e9rative<\/strong><\/span>, permettant notamment de distinguer les usages autoris\u00e9s des applications non approuv\u00e9es et les instances professionnelles des instances personnelles.<\/p>\n<p>&nbsp;<\/p>\n<div>\n<h3><span style=\"color: #0d475e\">Une protection des donn\u00e9es sur l&#8217;ensemble du cycle de vie de l&#8217;IA<\/span><\/h3>\n<\/div>\n<div>\n<p>Les donn\u00e9es constituent le principal actif exploit\u00e9 par les mod\u00e8les d&#8217;IA. Netskope applique donc des m\u00e9canismes de gouvernance et de protection tout au long du cycle de vie des donn\u00e9es : entra\u00eenement des mod\u00e8les, stockage, interactions avec les utilisateurs et r\u00e9ponses g\u00e9n\u00e9r\u00e9es.<\/p>\n<\/div>\n<div>\n<p>Les capacit\u00e9s DLP de la plateforme permettent d&#8217;identifier les donn\u00e9es sensibles en circulation et d&#8217;emp\u00eacher leur exposition involontaire dans les outils d&#8217;IA g\u00e9n\u00e9rative ou les applications priv\u00e9es bas\u00e9es sur des LLM.<\/p>\n<p>&nbsp;<\/p>\n<div>\n<h3><span style=\"color: #0d475e\">Une s\u00e9curit\u00e9 d\u00e9di\u00e9e aux agents autonomes<\/span><\/h3>\n<\/div>\n<div>\n<p>L&#8217;\u00e9mergence de l&#8217;IA agentique introduit un nouveau d\u00e9fi : s\u00e9curiser des \u00e9changes r\u00e9alis\u00e9s sans intervention humaine.<\/p>\n<\/div>\n<div>\n<p>Pour r\u00e9pondre \u00e0 cette \u00e9volution, Netskope a d\u00e9velopp\u00e9 Agentic Broker, une technologie capable d&#8217;inspecter les communications MCP entre agents, applications et sources de donn\u00e9es. La solution permet de contr\u00f4ler les acc\u00e8s, de pr\u00e9venir les fuites de donn\u00e9es et d&#8217;appliquer le principe du moindre privil\u00e8ge aux agents IA.<\/p>\n<\/div>\n<div>\n<p>Chaque interaction peut \u00eatre surveill\u00e9e, journalis\u00e9e et analys\u00e9e afin d&#8217;offrir aux \u00e9quipes s\u00e9curit\u00e9 le m\u00eame niveau de visibilit\u00e9 que pour les utilisateurs humains.<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<\/div>\n<div>\n<h3><span style=\"color: #0d475e\">Une protection contre les attaques ciblant les mod\u00e8les d&#8217;IA<\/span><\/h3>\n<\/div>\n<div>\n<p>Les environnements IA sont d\u00e9sormais expos\u00e9s \u00e0 des attaques sp\u00e9cifiques qui n&#8217;existaient pas dans les architectures traditionnelles.<\/p>\n<\/div>\n<div>\n<p>Avec AI Guardrails, Netskope analyse les prompts et les r\u00e9ponses en temps r\u00e9el afin de d\u00e9tecter les tentatives de prompt injection, les attaques de jailbreak, les comportements inappropri\u00e9s et les violations des politiques de s\u00e9curit\u00e9 d\u00e9finies par l&#8217;entreprise.<\/p>\n<\/div>\n<div>\n<p>Chaque interaction est analys\u00e9e conjointement par les moteurs DLP, Threat Protection et AI Guardrails afin de d\u00e9tecter aussi bien les fuites de donn\u00e9es que les menaces ou abus li\u00e9s \u00e0 l&#8217;IA.<\/p>\n<p>&nbsp;<\/p>\n<div>\n<h3><span style=\"color: #0d475e\">Tester les mod\u00e8les avant leur mise en production<\/span><\/h3>\n<\/div>\n<div>\n<p>Netskope ne se limite pas \u00e0 prot\u00e9ger les mod\u00e8les une fois d\u00e9ploy\u00e9s. Avec <strong>N<span style=\"color: #0d475e\">etskope One AI Red Teaming<\/span><\/strong>, les entreprises peuvent \u00e9valuer la robustesse de leurs mod\u00e8les priv\u00e9s avant leur mise en production, puis renouveler ces tests apr\u00e8s chaque nouvelle version afin d\u2019identifier d\u2019\u00e9ventuelles vuln\u00e9rabilit\u00e9s ou d\u00e9rives.<\/p>\n<\/div>\n<div>\n<p>La solution automatise des tests offensifs reposant sur <span style=\"color: #0d475e\"><strong>plus de 18 000 sc\u00e9narios d\u2019attaque<\/strong><\/span>, notamment des tentatives de <em>prompt injection<\/em>, de <em>jailbreak<\/em> et d\u2019autres attaques propres aux LLM. Ces tests s\u2019appuient sur les r\u00e9f\u00e9rentiels<span style=\"color: #0d475e\"> <strong>OWASP Top 10 for LLMs<\/strong> et <strong>MITRE ATLAS<\/strong><\/span> afin de d\u00e9tecter les failles potentielles avant qu\u2019elles ne puissent \u00eatre exploit\u00e9es.<\/p>\n<\/div>\n<div>\n<p>En combinant visibilit\u00e9 sur les usages, gouvernance des donn\u00e9es, contr\u00f4le des agents autonomes, protection en temps r\u00e9el et tests continus des mod\u00e8les, Netskope permet ainsi aux entreprises d\u2019adopter l\u2019IA \u00e0 grande \u00e9chelle tout en ma\u00eetrisant leur exposition aux risques.<\/p>\n<\/div>\n<p>&nbsp;<\/p>\n<\/div>\n<hr class=\"\" style=\"margin:0 auto 30px;\"\/>\n\n<div>\n<p>\u00c0 mesure que l\u2019intelligence artificielle s\u2019int\u00e8gre aux applications, aux donn\u00e9es et aux processus m\u00e9tier, sa s\u00e9curit\u00e9 ne peut plus \u00eatre trait\u00e9e comme un sujet isol\u00e9. Les organisations doivent d\u00e9sormais encadrer les usages des collaborateurs, prot\u00e9ger les informations partag\u00e9es avec les mod\u00e8les et contr\u00f4ler les interactions r\u00e9alis\u00e9es par les agents autonomes.<\/p>\n<\/div>\n<div>\n<p>En combinant visibilit\u00e9, protection des donn\u00e9es, contr\u00f4le des acc\u00e8s, s\u00e9curisation des communications agentiques et tests offensifs des mod\u00e8les, Netskope propose une approche couvrant les diff\u00e9rentes \u00e9tapes de l\u2019adoption de l\u2019IA. L\u2019objectif n\u2019est pas de freiner son utilisation, mais de permettre aux entreprises de l\u2019int\u00e9grer \u00e0 grande \u00e9chelle tout en gardant la ma\u00eetrise de leurs donn\u00e9es et de leur exposition aux risques.<\/p>\n<hr class=\"\" style=\"margin:0 auto 30px;\"\/>\n\n<\/div>\n<h3><span style=\"color: #0d475e\"><strong>Vous souhaitez aller plus loin ?<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/www.ignition-technology.com\/fr\/wp-content\/uploads\/sites\/14\/2026\/10\/Netskope-AI.pdf\" target=\"_blank\" rel=\"noopener\"><br \/>\n<strong>T\u00e9l\u00e9chargez le Solution Brief Netskope \u2013 Securing AI with Netskope One<\/strong><\/a><\/p>\n<p>pour d\u00e9couvrir en d\u00e9tail les capacit\u00e9s de Netskope One.<\/p>\n<p><a href=\"https:\/\/www.ignition-technology.com\/fr\/contact\/\" target=\"_blank\" rel=\"noopener\"><br \/>\n<strong>Contactez les \u00e9quipes Ignition Technology France<\/strong><br \/>\n<\/a><br \/>\npour \u00e9changer sur Netskope et les enjeux de s\u00e9curisation des usages de l&#8217;IA.<\/p>\n<div class=\"get_in_touch\" ><div class=\"get_in_touch_wrapper\"><ul><\/ul><\/div><\/div>\n\n<p><a href=\"https:\/\/www.ignition-technology.com\/fr\/ignition-on-ai\/\" target=\"_blank\" rel=\"noopener\"><br \/>\n<strong>Et pour d\u00e9couvrir comment nos autres \u00e9diteurs r\u00e9pondent aux nouveaux enjeux de s\u00e9curit\u00e9 li\u00e9s \u00e0 l\u2019intelligence artificielle, retrouvez les autres articles de notre s\u00e9rie d\u00e9di\u00e9e \u00e0 l\u2019IA.<\/strong><br \/>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>L\u2019intelligence artificielle est entr\u00e9e dans une nouvelle phase d\u2019adoption. Apr\u00e8s les premiers usages exp\u00e9rimentaux autour des assistants g\u00e9n\u00e9ratifs, les entreprises<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":10,"featured_media":19683,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[101,8,1],"tags":[],"class_list":["post-19669","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-campaign1-news","category-news","category-uncategorized"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>S\u00e9curiser l\u2019IA : comment prot\u00e9ger les donn\u00e9es, les utilisateurs et les agents intelligents ? - Ignition Technology FR<\/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:\/\/www.ignition-technology.com\/fr\/insights\/securiser-lia-comment-proteger-les-donnees-les-utilisateurs-et-les-agents-intelligents\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"S\u00e9curiser l\u2019IA : comment prot\u00e9ger les donn\u00e9es, les utilisateurs et les agents intelligents ?\" \/>\n<meta property=\"og:description\" content=\"L\u2019intelligence artificielle est entr\u00e9e dans une nouvelle phase d\u2019adoption. 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