{"id":7896,"date":"2026-08-06T20:56:11","date_gmt":"2026-08-06T20:56:11","guid":{"rendered":"https:\/\/guenix.digital\/?p=7896"},"modified":"2026-08-11T06:30:10","modified_gmt":"2026-08-11T06:30:10","slug":"do-you-use-ai-without-knowing-it-how-to-identify-it","status":"publish","type":"post","link":"https:\/\/guenix.digital\/en\/utilisez-vous-lia-sans-le-savoir-comment-lidentifier\/","title":{"rendered":"Are you using AI without knowing it? How to identify it"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"7896\" class=\"elementor elementor-7896\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c15ad30 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=\"c15ad30\" 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-75af1bc elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"75af1bc\" data-element_type=\"widget\" data-e-type=\"widget\" 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192 31.3 192z\"><\/path><\/svg><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7767\"><a href=\"https:\/\/guenix.digital\/en\/analyses\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">Analyses<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-7384\"><a href=\"https:\/\/guenix.digital\/en\/diagnostic-ai\/\" class=\"elementor-sub-item menu-link\" tabindex=\"-1\">AI Diagnostics<\/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-0bfe651 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=\"0bfe651\" 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-bb65c46 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=\"bb65c46\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4233fb5 elementor-widget elementor-widget-heading\" data-id=\"4233fb5\" 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\">Are you already using AI without knowing it? <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f89ba9 elementor-widget elementor-widget-heading\" data-id=\"3f89ba9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Why everything starts with an inventory<\/h5>\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-8990369 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=\"8990369\" 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-701e0ab elementor-widget elementor-widget-text-editor\" data-id=\"701e0ab\" 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>Many organisations believe they are not yet using artificial intelligence. In reality, they are often already using it without having identified it. This article explains why AI is frequently present without being named, why this is a risky blind spot, and how to address it through a simple first step: an inventory of uses.<\/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-77b13c1 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=\"77b13c1\" 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-0eca50e elementor-widget elementor-widget-heading\" data-id=\"0eca50e\" 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\">Why do we use AI without knowing it?<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bfdea26 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=\"bfdea26\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-dca1917 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=\"dca1917\" 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-29731ae 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=\"29731ae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-963eeec 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=\"963eeec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16d33e0 elementor-widget elementor-widget-text-editor\" data-id=\"16d33e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"7:1-7:417;494-910\">Because AI almost never comes with a label.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"7:1-7:417;494-910\">It installs itself inside tools that we use for something else: an advertising platform, recruitment software, customer service, a spreadsheet enhanced with automated functions. The organisation buys a feature, not \u00abAI\u00bb, and does not always realise that this feature relies on a machine learning model.<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"9:1-9:350;912-1261\">Online advertising is the most striking example. Audience targeting, automated bidding, segment creation or campaign optimisation frequently rely on predictive models. An organisation that is \u00absimply doing advertising\u00bb is therefore, in many cases, using AI without having explicitly decided to do so.<\/p><p class=\"isSelectedEnd\">The same observation can be applied to many professions:<\/p><ul data-spread=\"false\"><li>in human resources, with the sorting or classification of applications; ;<\/li><li>in customer relations, with conversational assistants and response generation; ;<\/li><li>in finance, with fraud or anomaly detection; ;<\/li><li>in marketing, with content personalisation and recommendations; ;<\/li><li>in support functions, with tools incorporating generation, synthesis or classification functions.<\/li><\/ul><p>AI has thus integrated into everyday tools without always becoming visible in internal governance processes.<\/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-2847b47 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=\"2847b47\" 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-19d433b elementor-widget elementor-widget-image\" data-id=\"19d433b\" 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\/IA-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7905\" alt=\"Why do we use AI without realising it?\" \/>\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-16accd7 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=\"16accd7\" 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-2683789 elementor-widget elementor-widget-heading\" data-id=\"2683789\" 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\">Why do these invisible uses constitute a risk?<\/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-d7f7308 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=\"d7f7308\" 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-1301e54 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=\"1301e54\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00e958b elementor-widget elementor-widget-image\" data-id=\"00e958b\" 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\/Risques-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7906\" alt=\"AI risks\" \/>\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-44b7443 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=\"44b7443\" 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-e2f83e7 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=\"e2f83e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be1d832 elementor-widget elementor-widget-text-editor\" data-id=\"be1d832\" 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=\"isSelectedEnd\">An unidentified AI system risks bypassing standard assessment, compliance and safety processes.<\/p><p class=\"isSelectedEnd\">Those responsible for data protection, cybersecurity, risk or compliance can only intervene effectively if they know where and how AI is being used.<\/p><p class=\"isSelectedEnd\">In the absence of visibility, several questions may remain unanswered:<\/p><ul data-spread=\"false\"><li>Does the system process personal data?<\/li><li>Are these data used on an appropriate legal basis?<\/li><li>Does the supplier reuse any data to train or improve their models?<\/li><li>Does the system influence a decision concerning a person?<\/li><li>Can its results produce errors or discrimination?<\/li><li>Is human validation planned when necessary?<\/li><li>Are the responsibilities between the organisation and the supplier clearly defined?<\/li><li>Have the applicable obligations been identified?<\/li><\/ul><p class=\"isSelectedEnd\">These questions may fall under the General Data Protection Regulation (GDPR), the European Artificial Intelligence Act (AI Act), contractual requirements or, more broadly, the organisation's risk management.<\/p><p class=\"isSelectedEnd\">Not all uses of AI present the same level of risk or are subject to the same obligations. However, no serious analysis is possible until the systems in question have been identified.<\/p><p>Blind spots often appear at the time of an incident, a claim, an audit or an inspection. At this stage, the organisation sometimes discovers that a system has long been influencing decisions or processing data without having been integrated into its governance arrangements.<\/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-80865d7 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=\"80865d7\" 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-a5dcc24 elementor-widget elementor-widget-heading\" data-id=\"a5dcc24\" 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\">Does the term \u00abAI\u00bb refer to a single reality?<\/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-fc93079 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=\"fc93079\" 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-e4d02cf 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=\"e4d02cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-df9e586 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=\"df9e586\" 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-80e9683 elementor-widget elementor-widget-text-editor\" data-id=\"80e9683\" 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=\"isSelectedEnd\">No, and that is a frequent source of confusion.<\/p><p class=\"isSelectedEnd\">A tool that applies a predefined rule, a model that produces a prediction and a system capable of triggering an action do not work in the same way. Nor do they present the same risks.<\/p><p class=\"isSelectedEnd\">It is therefore important to distinguish in particular between:<\/p><ul data-spread=\"false\"><li>rule-based automation; ;<\/li><li>predictive or classification models; ;<\/li><li>generative systems ;<\/li><li>recommendation or decision-support systems; ;<\/li><li>systems capable of triggering actions with a greater or lesser degree of autonomy.<\/li><\/ul><p class=\"isSelectedEnd\">Using the term \u00abAI\u00bb vaguely in a contract, audit or internal policy gives the impression of addressing the subject without specifying what one is actually trying to control.<\/p><p class=\"isSelectedEnd\">Before it can govern AI, an organisation must therefore define the scope of its analysis and distinguish uses according to how they operate, their purpose and their impact.<\/p><p>This clarification is not a purely theoretical exercise. It makes it possible to concentrate compliance, security and control efforts on the uses that genuinely create new risks.<\/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-6eb7b70 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=\"6eb7b70\" 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-061bcd6 elementor-widget elementor-widget-image\" data-id=\"061bcd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/Probleme-metier-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-7707\" alt=\"AI business problem\" \/>\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-1154bc2 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=\"1154bc2\" 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-2a23b9c elementor-widget elementor-widget-heading\" data-id=\"2a23b9c\" 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\">How to conduct an AI usage inventory?<\/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-0a260f6 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=\"0a260f6\" 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-f0b1bab 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=\"f0b1bab\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb4f1e9 elementor-widget elementor-widget-image\" data-id=\"cb4f1e9\" 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\/Inventaire-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7907\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-14542bf 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=\"14542bf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f6e088 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=\"6f6e088\" 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-7ab6148 elementor-widget elementor-widget-text-editor\" data-id=\"7ab6148\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"27:1-27:280;3217-3496\">The first step of a serious approach is not to write a charter or buy a new tool. It is to carry out an honest inventory of the AI uses already present in the organisation. Concretely, this inventory answers a few simple questions for each system:<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"29:1-29:130;3498-3627\">Which tools or processes rely on AI models, including within software purchased for other functions?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"31:1-31:109;3629-3737\">What data do these systems rely on, and does this data include personal data?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"33:1-33:113;3739-3851\">What decisions do these systems make or influence, and do these decisions affect people?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"35:1-35:65;3853-3917\">How far can these systems act without human validation?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"37:1-37:47;3919-3965\">Who in the organisation is responsible for this?<\/p><p class=\"font-claude-response-body break-words whitespace-normal\" dir=\"ltr\" data-sourcepos=\"39:1-39:384;3967-4350\">Answering these questions reveals the reality of usage, including that which was previously invisible, such as shadow AI (AI tools used by teams without approval) or AI embedded in suppliers' services. It is from this mapping that everything else becomes possible: assessing risks, checking compliance, and clarifying responsibilities.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7d22239 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=\"7d22239\" 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-a8419d1 elementor-widget elementor-widget-text-editor\" data-id=\"a8419d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h4><span style=\"color: #000000;\">The inventory must cover both visible and invisible AI<\/span><\/h4><p class=\"isSelectedEnd\">Two categories of usage deserve particular attention.<\/p><p class=\"isSelectedEnd\">The first is the <strong>Shadow AI<\/strong>, that is to say the use of AI tools by employees or teams without official validation from the organisation. This can include, for example, the use of a public generative service to process professional information.<\/p><p class=\"isSelectedEnd\">The second is the\u2019<strong>Edge AI<\/strong> in supplier products. In this case, the tool was indeed purchased or authorised, but some of its AI-based functions were not listed separately.<\/p><p class=\"isSelectedEnd\">These two situations create different blind spots. Shadow AI raises issues regarding authorisation, confidentiality and security in particular. Embedded AI raises more questions about supplier transparency, contractual responsibilities and the evolution of the proposed features.<\/p><p>A useful inventory must cover both.<\/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-de501e4 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=\"de501e4\" 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-6a3b62b elementor-widget elementor-widget-heading\" data-id=\"6a3b62b\" 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\">What to do once the inventory has been carried out?<\/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-fb49e68 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=\"fb49e68\" 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-7bf3139 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=\"7bf3139\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-36d903e elementor-widget elementor-widget-image\" data-id=\"36d903e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/guenix.digital\/wp-content\/uploads\/2026\/07\/scraping-des-donnees-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7690\" alt=\"\" \/>\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-830d6f8 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=\"830d6f8\" 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-587b664 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=\"587b664\" 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-92a4d5f elementor-widget elementor-widget-text-editor\" data-id=\"92a4d5f\" 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=\"isSelectedEnd\">An unidentified AI system risks bypassing standard assessment, compliance and safety processes.<\/p><p class=\"isSelectedEnd\">Those responsible for data protection, cybersecurity, risk or compliance can only intervene effectively if they know where and how AI is being used.<\/p><p class=\"isSelectedEnd\">In the absence of visibility, several questions may remain unanswered:<\/p><ul data-spread=\"false\"><li>Does the system process personal data?<\/li><li>Are these data used on an appropriate legal basis?<\/li><li>Does the supplier reuse any data to train or improve their models?<\/li><li>Does the system influence a decision concerning a person?<\/li><li>Can its results produce errors or discrimination?<\/li><li>Is human validation planned when necessary?<\/li><li>Are the responsibilities between the organisation and the supplier clearly defined?<\/li><li>Have the applicable obligations been identified?<\/li><\/ul><p class=\"isSelectedEnd\">These questions may fall under the General Data Protection Regulation (GDPR), the European Artificial Intelligence Act (AI Act), contractual requirements or, more broadly, the organisation's risk management.<\/p><p class=\"isSelectedEnd\">Not all uses of AI present the same level of risk or are subject to the same obligations. However, no serious analysis is possible until the systems in question have been identified.<\/p><p>Blind spots often appear at the time of an incident, a claim, an audit or an inspection. At this stage, the organisation sometimes discovers that a system has long been influencing decisions or processing data without having been integrated into its governance arrangements.<\/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-91f0334 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=\"91f0334\" 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-fbf826e elementor-widget elementor-widget-heading\" data-id=\"fbf826e\" 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\">Moving from invisibility to mastery<\/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-7a6f00b 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=\"7a6f00b\" 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-4b94fad 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=\"4b94fad\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b25220f 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=\"b25220f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84e42d8 elementor-widget elementor-widget-text-editor\" data-id=\"84e42d8\" 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=\"isSelectedEnd\">The risk is not simply using AI. It is using it without knowing precisely where it intervenes, what data it processes, what decisions it influences and who is accountable for it.<\/p><p class=\"isSelectedEnd\">Organisations that map their usage give themselves the means to act in an informed manner. They can better protect their data, comply with their obligations, clarify responsibilities and detect situations that require enhanced monitoring.<\/p><p class=\"isSelectedEnd\">The first step is not necessarily technical or costly. It consists of looking honestly at what the organisation is already using and naming it precisely.<\/p><p>For you cannot control what you have not defined.<\/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-504a6d3 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=\"504a6d3\" 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-e55f83b elementor-widget elementor-widget-image\" data-id=\"e55f83b\" 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\/passer-de-linvisbilite-et-a-la-maitrise-150x150.webp\" class=\"attachment-thumbnail size-thumbnail wp-image-7909\" alt=\"moving from invisibility to mastery\" \/>\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-a87db3c 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=\"a87db3c\" 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-4ab4bd4 elementor-widget elementor-widget-heading\" data-id=\"4ab4bd4\" 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\">Frequently asked questions about framing an AI project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44c3749 uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\" data-id=\"44c3749\" 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-721' class=\"uael-faq-wrapper\">\n\t\t\t\t<div class=\"uael-faq-container uael-faq-layout-accordion\" data-layout=\"accordion\" >\n\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-b9f72bc\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-b9f72bc uael-question-span\" tabindex=\"0\" id=\"uael-faq-1-6aad480bded20\">How to know if your organisation is already using AI?<\/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>By carrying out an inventory of use cases. AI is often integrated into tools bought for other functions: advertising platforms, recruitment software, customer services, analysis tools. Reviewing these tools and asking their suppliers if they rely on AI models makes it possible to reveal previously invisible uses.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-744bca5\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-744bca5 uael-question-span\" tabindex=\"0\" id=\"uael-faq-2-6aad480bdfccc\">Why is it risky to use AI without having identified it?<\/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>Because unrecognised usage escapes all evaluation: its risks, its biases, its compliance with the GDPR and the AI Act are not verified. It may process personal data or influence decisions without oversight. These blind spots often come to light at the time of an incident or an audit, which is too late.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-d709f4e\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-d709f4e uael-question-span\" tabindex=\"0\" id=\"uael-faq-3-6aad480bdfd32\">Does online advertising use AI?<\/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>Frequently. Audience targeting, automated bidding, segment creation and campaign optimisation often rely on predictive models and machine learning systems. An organisation that advertises online is therefore likely to be using AI, even without having explicitly decided to do so.<\/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-b45b909\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-b45b909 uael-question-span\" tabindex=\"0\" id=\"uael-faq-4-6aad480bdfd90\">What is an AI use inventory?<\/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>It is a structured inventory of the AI systems present within an organisation. For each one, it specifies the tools involved, the data used, the decisions made or influenced, the degree of autonomy of the system and the person responsible. It forms the basis of any AI governance initiative.<\/p><\/span>\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div id=\"uael-accordion-f1315bb\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-f1315bb uael-question-span\" tabindex=\"0\" id=\"uael-faq-5-6aad480bdfdeb\">What is shadow AI, and why is it a problem?<\/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>Shadow AI refers to AI tools used by teams without official authorisation from the organisation. These practices bypass compliance and security controls, and can expose the organisation to unmanaged risks \u2013 particularly regarding the processing of personal data.<\/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-ae4eba4\" class=\"uael-faq-accordion\" role=\"tablist\">\n\t\t\t\t\t\t\t\t<div class= \"uael-accordion-title\" aria-expanded=\"false\" role=\"tab\">\n\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon uael-accordion-icon-left\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-closed\"><svg class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"uael-accordion-icon-opened\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"uael-question-ae4eba4 uael-question-span\" tabindex=\"0\" id=\"uael-faq-6-6aad480bdfe44\">Is a precise definition of AI required before governing it?<\/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>Yes. The term \u00abAI\u00bb covers very different realities, from simple automation tools to systems capable of acting autonomously. Without a clear definition, it is impossible to concentrate compliance efforts where the risks are real.<\/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-5d95904\" 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-5d95904 uael-question-span\" tabindex=\"0\" id=\"uael-faq-7-6aad480bdfe9f\">Where should I start practically to regulate AI in my organisation?<\/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>Through a structured inventory of existing use cases. This involves identifying the tools concerned, the data they process, the decisions they influence, their level of autonomy and the people responsible for them. This inventory forms the basis of any AI governance approach.<\/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-c7233e5 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=\"c7233e5\" 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-b50297f elementor-widget elementor-widget-spacer\" data-id=\"b50297f\" 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-873ff76 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=\"873ff76\" 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-b83ee6d elementor-widget elementor-widget-wpr-post-navigation\" data-id=\"b83ee6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"wpr-post-navigation.default\">\n\t\t\t\t\t<div class=\"wpr-post-navigation-wrap elementor-clearfix wpr-post-nav-static-wrap wpr-post-nav-dividers\"><div class=\"wpr-post-nav-prev wpr-post-navigation wpr-post-nav-static\"><a href=\"https:\/\/guenix.digital\/en\/derive-des-modeles-dia-gouvernance-post-deploiement\/\" class=\"elementor-clearfix\"><div class=\"wpr-posts-navigation-svg-wrapper\"><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewbox=\"0 0 303.3 512\" style=\"enable-background:new 0 0 303.3 512;\" xml:space=\"preserve\"><g><polygon class=\"st0\" points=\"94.7,256 303.3,464.6 256,512 47.3,303.4 0,256 47.3,208.6 256,0 303.3,47.4 \"\/><\/g><\/svg><\/div><div class=\"wpr-post-nav-labels\"><span>Previous Post<\/span><h5>AI model drift: post-deployment governance<\/h5><\/div><\/a><\/div><div class=\"wpr-post-nav-divider\"><\/div><div class=\"wpr-post-nav-next wpr-post-navigation wpr-post-nav-static\"><a href=\"https:\/\/guenix.digital\/en\/cas-pratique-ia-vie-privee-et-cybersecurite-sortir-des-silos-de-risques\/\" class=\"elementor-clearfix\"><div class=\"wpr-post-nav-labels\"><span>Next Post<\/span><h5>Case study: AI, privacy and cybersecurity \u2013 breaking out of risk silos<\/h5><\/div><div class=\"wpr-posts-navigation-svg-wrapper\"><svg style=\"transform: rotate(180deg); -webkit-transform: rotate(180deg);\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" x=\"0px\" y=\"0px\" viewbox=\"0 0 303.3 512\" xml:space=\"preserve\"><g><polygon class=\"st0\" points=\"94.7,256 303.3,464.6 256,512 47.3,303.4 0,256 47.3,208.6 256,0 303.3,47.4 \"\/><\/g><\/svg><\/div><\/a><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Are you already using AI without knowing it? Why everything starts with an inventory Many organisations think they are not yet using artificial intelligence. In reality, they are often already using it without having identified it. This article explains why AI is frequently present without being named, why this is a risky blind spot, and how to address it<\/p>","protected":false},"author":1,"featured_media":0,"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":"","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":"default","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],"tags":[],"class_list":["post-7896","post","type-post","status-publish","format-standard","hentry","category-actualites"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Accueil A propos Services Adoptez l\u2019IA en toute confiance IA pour le marketing et l\u2019acquisition Ressources Analyses Diagnostic IA Accueil A propos Services Adoptez l\u2019IA en toute confiance IA pour le marketing et l\u2019acquisition Ressources Analyses Diagnostic IA Utilisez-vous d\u00e9j\u00e0 de l\u2019IA sans le savoir ? 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class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"7:1-7:417;494-910\\\">Parce que l'IA n'arrive presque jamais avec une \\u00e9tiquette.<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"7:1-7:417;494-910\\\">Elle s'installe \\u00e0 l'int\\u00e9rieur d'outils que l'on utilise pour autre chose : une plateforme publicitaire, un logiciel de recrutement, un service client, un tableur enrichi de fonctions automatiques. 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class=\\\"isSelectedEnd\\\">Un syst\\u00e8me d\\u2019IA non identifi\\u00e9 risque d\\u2019\\u00e9chapper aux processus habituels d\\u2019\\u00e9valuation, de conformit\\u00e9 et de s\\u00e9curit\\u00e9.<\\\/p><p class=\\\"isSelectedEnd\\\">Les personnes charg\\u00e9es de la protection des donn\\u00e9es, de la cybers\\u00e9curit\\u00e9, des risques ou de la conformit\\u00e9 ne peuvent intervenir efficacement que si elles savent o\\u00f9 et comment l\\u2019IA est utilis\\u00e9e.<\\\/p><p class=\\\"isSelectedEnd\\\">En l\\u2019absence de visibilit\\u00e9, plusieurs questions peuvent rester sans r\\u00e9ponse :<\\\/p><ul data-spread=\\\"false\\\"><li>Le syst\\u00e8me traite-t-il des donn\\u00e9es personnelles ?<\\\/li><li>Ces donn\\u00e9es sont-elles utilis\\u00e9es sur une base juridique appropri\\u00e9e ?<\\\/li><li>Le fournisseur r\\u00e9utilise-t-il certaines donn\\u00e9es pour entra\\u00eener ou am\\u00e9liorer ses mod\\u00e8les ?<\\\/li><li>Le syst\\u00e8me influence-t-il une d\\u00e9cision concernant une personne ?<\\\/li><li>Ses r\\u00e9sultats peuvent-ils produire des erreurs ou des discriminations ?<\\\/li><li>Une validation humaine est-elle pr\\u00e9vue lorsque cela est n\\u00e9cessaire ?<\\\/li><li>Les responsabilit\\u00e9s entre l\\u2019organisation et le fournisseur sont-elles clairement d\\u00e9finies ?<\\\/li><li>Les obligations applicables ont-elles \\u00e9t\\u00e9 identifi\\u00e9es ?<\\\/li><\\\/ul><p class=\\\"isSelectedEnd\\\">Ces questions peuvent relever du r\\u00e8glement g\\u00e9n\\u00e9ral sur la protection des donn\\u00e9es (RGPD), du r\\u00e8glement europ\\u00e9en sur l\\u2019intelligence artificielle (AI Act), d\\u2019exigences contractuelles ou, plus largement, de la gestion des risques de l\\u2019organisation.<\\\/p><p class=\\\"isSelectedEnd\\\">Toutes les utilisations de l\\u2019IA ne pr\\u00e9sentent pas le m\\u00eame niveau de risque et ne sont pas soumises aux m\\u00eames obligations. 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class=\\\"isSelectedEnd\\\">Non, et c\\u2019est une source fr\\u00e9quente de confusion.<\\\/p><p class=\\\"isSelectedEnd\\\">Un outil qui applique une r\\u00e8gle pr\\u00e9d\\u00e9finie, un mod\\u00e8le qui produit une pr\\u00e9diction et un syst\\u00e8me capable de d\\u00e9clencher une action ne fonctionnent pas de la m\\u00eame mani\\u00e8re. Ils ne pr\\u00e9sentent pas non plus les m\\u00eames risques.<\\\/p><p class=\\\"isSelectedEnd\\\">Il est donc important de distinguer notamment :<\\\/p><ul data-spread=\\\"false\\\"><li>l\\u2019automatisation fond\\u00e9e sur des r\\u00e8gles ;<\\\/li><li>les mod\\u00e8les pr\\u00e9dictifs ou de classification ;<\\\/li><li>les syst\\u00e8mes g\\u00e9n\\u00e9ratifs ;<\\\/li><li>les syst\\u00e8mes de recommandation ou d\\u2019aide \\u00e0 la d\\u00e9cision ;<\\\/li><li>les syst\\u00e8mes capables de d\\u00e9clencher des actions avec une autonomie plus ou moins importante.<\\\/li><\\\/ul><p class=\\\"isSelectedEnd\\\">Employer le terme \\u00ab IA \\u00bb de mani\\u00e8re vague dans un contrat, un audit ou une politique interne donne l\\u2019impression de traiter le sujet sans pr\\u00e9ciser ce que l\\u2019on cherche r\\u00e9ellement \\u00e0 ma\\u00eetriser.<\\\/p><p class=\\\"isSelectedEnd\\\">Avant de pouvoir gouverner l\\u2019IA, une organisation doit donc d\\u00e9finir le p\\u00e9rim\\u00e8tre de son analyse et distinguer les usages selon leur fonctionnement, leur finalit\\u00e9 et leur impact.<\\\/p><p>Cette clarification n\\u2019est pas un exercice purement th\\u00e9orique. 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class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"27:1-27:280;3217-3496\\\">La premi\\u00e8re \\u00e9tape d'une d\\u00e9marche s\\u00e9rieuse n'est pas d'\\u00e9crire une charte ni d'acheter un nouvel outil. C'est de r\\u00e9aliser un inventaire honn\\u00eate des usages d'IA d\\u00e9j\\u00e0 pr\\u00e9sents dans l'organisation. Concr\\u00e8tement, cet inventaire r\\u00e9pond \\u00e0 quelques questions simples pour chaque syst\\u00e8me :<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"29:1-29:130;3498-3627\\\">Quels outils ou processus s'appuient sur des mod\\u00e8les d'IA, y compris \\u00e0 l'int\\u00e9rieur de logiciels achet\\u00e9s pour d'autres fonctions ?<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"31:1-31:109;3629-3737\\\">Sur quelles donn\\u00e9es ces syst\\u00e8mes s'appuient-ils, et ces donn\\u00e9es comprennent-elles des donn\\u00e9es personnelles ?<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"33:1-33:113;3739-3851\\\">Quelles d\\u00e9cisions ces syst\\u00e8mes prennent-ils ou influencent-ils, et ces d\\u00e9cisions affectent-elles des personnes ?<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"35:1-35:65;3853-3917\\\">Jusqu'o\\u00f9 ces syst\\u00e8mes peuvent-ils agir sans validation humaine ?<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"37:1-37:47;3919-3965\\\">Qui, dans l'organisation, en est responsable ?<\\\/p><p class=\\\"font-claude-response-body break-words whitespace-normal\\\" dir=\\\"ltr\\\" data-sourcepos=\\\"39:1-39:384;3967-4350\\\">R\\u00e9pondre \\u00e0 ces questions fait appara\\u00eetre la r\\u00e9alit\\u00e9 des usages, y compris ceux qui \\u00e9taient invisibles, comme le shadow AI (les outils d'IA utilis\\u00e9s par les \\u00e9quipes sans validation) ou l'IA embarqu\\u00e9e dans des services de fournisseurs. C'est \\u00e0 partir de cette cartographie que tout le reste devient possible : \\u00e9valuer les risques, v\\u00e9rifier la conformit\\u00e9, clarifier les responsabilit\\u00e9s.<\\\/p>\",\"typography_typography\":\"custom\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"2554990\"}],\"__globals__\":{\"text_color\":\"globals\\\/colors?id=53a0e3b4\"}},\"elements\":[],\"widgetType\":\"text-editor\"}],\"isInner\":true}],\"isInner\":false},{\"id\":\"7d22239\",\"elType\":\"container\",\"settings\":{\"flex_direction\":\"column\",\"display_condition_list\":[{\"display_condition_login_status\":\"subscriber\",\"_id\":\"eceefcb\"}],\"hover_parallax\":[{\"layer_position_vr\":{\"unit\":\"%\",\"size\":30},\"layer_position_hr\":{\"unit\":\"%\",\"size\":40},\"_id\":\"0018ca7\"},{\"layer_position_vr\":{\"unit\":\"%\",\"size\":60},\"layer_position_hr\":{\"unit\":\"%\",\"size\":20},\"_id\":\"b8092bb\"}],\"background_background\":\"classic\",\"__globals__\":{\"background_color\":\"globals\\\/colors?id=22070044\"}},\"elements\":[{\"id\":\"a8419d1\",\"elType\":\"widget\",\"settings\":{\"editor\":\"<h4><span style=\\\"color: #000000;\\\">L\\u2019inventaire doit couvrir l\\u2019IA visible et l\\u2019IA invisible<\\\/span><\\\/h4><p class=\\\"isSelectedEnd\\\">Deux cat\\u00e9gories d\\u2019usages m\\u00e9ritent une attention particuli\\u00e8re.<\\\/p><p class=\\\"isSelectedEnd\\\">La premi\\u00e8re est le <strong>shadow AI<\\\/strong>, c\\u2019est-\\u00e0-dire l\\u2019utilisation d\\u2019outils d\\u2019IA par des collaborateurs ou des \\u00e9quipes sans validation officielle de l\\u2019organisation. Cela peut inclure, par exemple, l\\u2019utilisation d\\u2019un service g\\u00e9n\\u00e9ratif grand public pour traiter des informations professionnelles.<\\\/p><p class=\\\"isSelectedEnd\\\">La seconde est l\\u2019<strong>IA embarqu\\u00e9e<\\\/strong> dans les produits de fournisseurs. Dans ce cas, l\\u2019outil a bien \\u00e9t\\u00e9 achet\\u00e9 ou autoris\\u00e9, mais certaines de ses fonctions reposant sur l\\u2019IA n\\u2019ont pas \\u00e9t\\u00e9 recens\\u00e9es s\\u00e9par\\u00e9ment.<\\\/p><p class=\\\"isSelectedEnd\\\">Ces deux situations cr\\u00e9ent des angles morts diff\\u00e9rents. Le shadow AI pose notamment des questions d\\u2019autorisation, de confidentialit\\u00e9 et de s\\u00e9curit\\u00e9. 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class=\\\"isSelectedEnd\\\">Un syst\\u00e8me d\\u2019IA non identifi\\u00e9 risque d\\u2019\\u00e9chapper aux processus habituels d\\u2019\\u00e9valuation, de conformit\\u00e9 et de s\\u00e9curit\\u00e9.<\\\/p><p class=\\\"isSelectedEnd\\\">Les personnes charg\\u00e9es de la protection des donn\\u00e9es, de la cybers\\u00e9curit\\u00e9, des risques ou de la conformit\\u00e9 ne peuvent intervenir efficacement que si elles savent o\\u00f9 et comment l\\u2019IA est utilis\\u00e9e.<\\\/p><p class=\\\"isSelectedEnd\\\">En l\\u2019absence de visibilit\\u00e9, plusieurs questions peuvent rester sans r\\u00e9ponse :<\\\/p><ul data-spread=\\\"false\\\"><li>Le syst\\u00e8me traite-t-il des donn\\u00e9es personnelles ?<\\\/li><li>Ces donn\\u00e9es sont-elles utilis\\u00e9es sur une base juridique appropri\\u00e9e ?<\\\/li><li>Le fournisseur r\\u00e9utilise-t-il certaines donn\\u00e9es pour entra\\u00eener ou am\\u00e9liorer ses mod\\u00e8les ?<\\\/li><li>Le syst\\u00e8me influence-t-il une 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class=\\\"elementor-element elementor-element-c15ad30 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=\\\"c15ad30\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6Ijc1YWYxYmMiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJtZW51X25hbWUiOiJNZW51IiwibWVudSI6Im1lbnUiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiYzI1NjExNiJ9XX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6Im5hdi1tZW51In0=\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-0bfe651 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=\\\"0bfe651\\\" 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-bb65c46 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=\\\"bb65c46\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-4233fb5 elementor-widget elementor-widget-heading\\\" data-id=\\\"4233fb5\\\" 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\\\">Utilisez-vous d\\u00e9j\\u00e0 de l\\u2019IA sans le savoir ? <\\\/h1>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-3f89ba9 elementor-widget elementor-widget-heading\\\" data-id=\\\"3f89ba9\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h5 class=\\\"elementor-heading-title elementor-size-default\\\">Pourquoi tout commence par un inventaire<\\\/h5>\\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-8990369 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=\\\"8990369\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjcwMWUwYWIiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cD5EZSBub21icmV1c2VzIG9yZ2FuaXNhdGlvbnMgcGVuc2VudCBuZSBwYXMgZW5jb3JlIHV0aWxpc2VyIGQnaW50ZWxsaWdlbmNlIGFydGlmaWNpZWxsZS4gRW4gclx1MDBlOWFsaXRcdTAwZTksIGVsbGVzIGVuIHV0aWxpc2VudCBzb3V2ZW50IGRcdTAwZTlqXHUwMGUwLCBzYW5zIGwnYXZvaXIgaWRlbnRpZmlcdTAwZTllLiBDZXQgYXJ0aWNsZSBleHBsaXF1ZSBwb3VycXVvaSBsJ0lBIGVzdCBmclx1MDBlOXF1ZW1tZW50IHByXHUwMGU5c2VudGUgc2FucyBcdTAwZWF0cmUgbm9tbVx1MDBlOWUsIHBvdXJxdW9pIGMnZXN0IHVuIGFuZ2xlIG1vcnQgXHUwMGUwIHJpc3F1ZSwgZXQgY29tbWVudCB5IHJlbVx1MDBlOWRpZXIgcGFyIHVuZSBwcmVtaVx1MDBlOHJlIFx1MDBlOXRhcGUgc2ltcGxlIDogbCdpbnZlbnRhaXJlIGRlcyB1c2FnZXMuPFwvcD4iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiZjIyMDQ2YyJ9XX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-77b13c1 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=\\\"77b13c1\\\" 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-0eca50e elementor-widget elementor-widget-heading\\\" data-id=\\\"0eca50e\\\" 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 utilise-t-on de l'IA sans le savoir ?<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-bfdea26 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=\\\"bfdea26\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjM2ZjVjM2YiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiIiLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiZjIyMDQ2YyJ9XX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"]\\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-dca1917 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=\\\"dca1917\\\" 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-29731ae 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=\\\"29731ae\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t<div class=\\\"elementor-element elementor-element-963eeec 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=\\\"963eeec\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"eyJpZCI6IjE2ZDMzZTAiLCJlbFR5cGUiOiJ3aWRnZXQiLCJzZXR0aW5ncyI6eyJlZGl0b3IiOiI8cCBjbGFzcz1cImZvbnQtY2xhdWRlLXJlc3BvbnNlLWJvZHkgYnJlYWstd29yZHMgd2hpdGVzcGFjZS1ub3JtYWxcIiBkaXI9XCJsdHJcIiBkYXRhLXNvdXJjZXBvcz1cIjc6MS03OjQxNzs0OTQtOTEwXCI+UGFyY2UgcXVlIGwnSUEgbidhcnJpdmUgcHJlc3F1ZSBqYW1haXMgYXZlYyB1bmUgXHUwMGU5dGlxdWV0dGUuPFwvcD48cCBjbGFzcz1cImZvbnQtY2xhdWRlLXJlc3BvbnNlLWJvZHkgYnJlYWstd29yZHMgd2hpdGVzcGFjZS1ub3JtYWxcIiBkaXI9XCJsdHJcIiBkYXRhLXNvdXJjZXBvcz1cIjc6MS03OjQxNzs0OTQtOTEwXCI+RWxsZSBzJ2luc3RhbGxlIFx1MDBlMCBsJ2ludFx1MDBlOXJpZXVyIGQnb3V0aWxzIHF1ZSBsJ29uIHV0aWxpc2UgcG91ciBhdXRyZSBjaG9zZSA6IHVuZSBwbGF0ZWZvcm1lIHB1YmxpY2l0YWlyZSwgdW4gbG9naWNpZWwgZGUgcmVjcnV0ZW1lbnQsIHVuIHNlcnZpY2UgY2xpZW50LCB1biB0YWJsZXVyIGVucmljaGkgZGUgZm9uY3Rpb25zIGF1dG9tYXRpcXVlcy4gTCdvcmdhbmlzYXRpb24gYWNoXHUwMGU4dGUgdW5lIGZvbmN0aW9ubmFsaXRcdTAwZTksIHBhcyBcdTAwYWIgZGUgbCdJQSBcdTAwYmIsIGV0IG5lIHJcdTAwZTlhbGlzZSBwYXMgdG91am91cnMgcXVlIGNldHRlIGZvbmN0aW9ubmFsaXRcdTAwZTkgcmVwb3NlIHN1ciB1biBtb2RcdTAwZThsZSBkJ2FwcHJlbnRpc3NhZ2UgYXV0b21hdGlxdWUuPFwvcD48cCBjbGFzcz1cImZvbnQtY2xhdWRlLXJlc3BvbnNlLWJvZHkgYnJlYWstd29yZHMgd2hpdGVzcGFjZS1ub3JtYWxcIiBkaXI9XCJsdHJcIiBkYXRhLXNvdXJjZXBvcz1cIjk6MS05OjM1MDs5MTItMTI2MVwiPkxhIHB1YmxpY2l0XHUwMGU5IGVuIGxpZ25lIGVuIGVzdCBsJ2V4ZW1wbGUgbGUgcGx1cyBwYXJsYW50LiBMZSBjaWJsYWdlIGRlcyBhdWRpZW5jZXMsIGxlcyBlbmNoXHUwMGU4cmVzIGF1dG9tYXRpcXVlcywgbGEgY3JcdTAwZTlhdGlvbiBkZSBzZWdtZW50cyBvdSBsJ29wdGltaXNhdGlvbiBkZXMgY2FtcGFnbmVzIHMnYXBwdWllbnQgZnJcdTAwZTlxdWVtbWVudCBzdXIgZGVzIG1vZFx1MDBlOGxlcyBwclx1MDBlOWRpY3RpZnMuIFVuZSBvcmdhbmlzYXRpb24gcXVpIFx1MDBhYiBmYWl0IHNpbXBsZW1lbnQgZGUgbGEgcHVibGljaXRcdTAwZTkgXHUwMGJiIHV0aWxpc2UgZG9uYywgZGFucyBiaWVuIGRlcyBjYXMsIGRlIGwnSUEsIHNhbnMgbCdhdm9pciBkXHUwMGU5Y2lkXHUwMGU5IGV4cGxpY2l0ZW1lbnQuPFwvcD48cCBjbGFzcz1cImlzU2VsZWN0ZWRFbmRcIj5MZSBtXHUwMGVhbWUgY29uc3RhdCBwZXV0IHNcdTIwMTlhcHBsaXF1ZXIgXHUwMGUwIGRlIG5vbWJyZXV4IG1cdTAwZTl0aWVycyA6PFwvcD48dWwgZGF0YS1zcHJlYWQ9XCJmYWxzZVwiPjxsaT5kYW5zIGxlcyByZXNzb3VyY2VzIGh1bWFpbmVzLCBhdmVjIGxlIHRyaSBvdSBsZSBjbGFzc2VtZW50IGRlIGNhbmRpZGF0dXJlcyA7PFwvbGk+PGxpPmRhbnMgbGEgcmVsYXRpb24gY2xpZW50LCBhdmVjIGxlcyBhc3Npc3RhbnRzIGNvbnZlcnNhdGlvbm5lbHMgZXQgbGEgZ1x1MDBlOW5cdTAwZTlyYXRpb24gZGUgclx1MDBlOXBvbnNlcyA7PFwvbGk+PGxpPmRhbnMgbGEgZmluYW5jZSwgYXZlYyBsYSBkXHUwMGU5dGVjdGlvbiBkZSBmcmF1ZGVzIG91IGRcdTIwMTlhbm9tYWxpZXMgOzxcL2xpPjxsaT5kYW5zIGxlIG1hcmtldGluZywgYXZlYyBsYSBwZXJzb25uYWxpc2F0aW9uIGRlcyBjb250ZW51cyBldCBkZXMgcmVjb21tYW5kYXRpb25zIDs8XC9saT48bGk+ZGFucyBsZXMgZm9uY3Rpb25zIHN1cHBvcnQsIGF2ZWMgbGVzIG91dGlscyBpbnRcdTAwZTlncmFudCBkZXMgZm9uY3Rpb25zIGRlIGdcdTAwZTluXHUwMGU5cmF0aW9uLCBkZSBzeW50aFx1MDBlOHNlIG91IGRlIGNsYXNzaWZpY2F0aW9uLjxcL2xpPjxcL3VsPjxwPkxcdTIwMTlJQSBzXHUyMDE5ZXN0IGFpbnNpIGludFx1MDBlOWdyXHUwMGU5ZSBhdXggb3V0aWxzIGR1IHF1b3RpZGllbiBzYW5zIHRvdWpvdXJzIGRldmVuaXIgdmlzaWJsZSBkYW5zIGxlcyBwcm9jZXNzdXMgaW50ZXJuZXMgZGUgZ291dmVybmFuY2UuPFwvcD4iLCJ0eXBvZ3JhcGh5X3R5cG9ncmFwaHkiOiJjdXN0b20iLCJkaXNwbGF5X2NvbmRpdGlvbl9saXN0IjpbeyJkaXNwbGF5X2NvbmRpdGlvbl9sb2dpbl9zdGF0dXMiOiJzdWJzY3JpYmVyIiwiX2lkIjoiMjU1NDk5MCJ9XSwiX19nbG9iYWxzX18iOnsidGV4dF9jb2xvciI6Imdsb2JhbHNcL2NvbG9ycz9pZD1hY2NlbnQifX0sImVsZW1lbnRzIjpbXSwid2lkZ2V0VHlwZSI6InRleHQtZWRpdG9yIn0=\\\"]\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-2847b47 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=\\\"2847b47\\\" 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-19d433b elementor-widget elementor-widget-image\\\" data-id=\\\"19d433b\\\" 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\\\/IA-150x150.webp\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7905\\\" alt=\\\"Pourquoi utilise l&apos;IA sans le savoir ?\\\" \\\/>\\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-16accd7 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=\\\"16accd7\\\" 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-2683789 elementor-widget elementor-widget-heading\\\" data-id=\\\"2683789\\\" 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 ces usages invisibles constituent-ils un risque ?<\\\/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-d7f7308 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=\\\"d7f7308\\\" 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-1301e54 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=\\\"1301e54\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-00e958b elementor-widget elementor-widget-image\\\" data-id=\\\"00e958b\\\" 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\\\/Risques-150x150.webp\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7906\\\" alt=\\\"Risques 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<div class=\\\"elementor-element elementor-element-44b7443 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=\\\"44b7443\\\" 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-e2f83e7 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=\\\"e2f83e7\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" 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class=\\\"elementor-element elementor-element-80865d7 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=\\\"80865d7\\\" 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-a5dcc24 elementor-widget elementor-widget-heading\\\" data-id=\\\"a5dcc24\\\" 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\\\">Le mot \\u00ab IA \\u00bb d\\u00e9signe-t-il une seule r\\u00e9alit\\u00e9 ?<\\\/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-fc93079 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=\\\"fc93079\\\" 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-e4d02cf 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=\\\"e4d02cf\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\">\\n\\t\\t<div class=\\\"elementor-element elementor-element-df9e586 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=\\\"df9e586\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-6eb7b70 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=\\\"6eb7b70\\\" 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-061bcd6 elementor-widget elementor-widget-image\\\" data-id=\\\"061bcd6\\\" 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\\\/07\\\/Probleme-metier-150x150.jpg\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7707\\\" alt=\\\"Probl\\u00e8me m\\u00e9tier IA\\\" \\\/>\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t<div class=\\\"elementor-element elementor-element-1154bc2 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=\\\"1154bc2\\\" 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-2a23b9c elementor-widget elementor-widget-heading\\\" data-id=\\\"2a23b9c\\\" 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 r\\u00e9aliser un inventaire des usages d'IA 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class=\\\"elementor-element elementor-element-91f0334 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=\\\"91f0334\\\" 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-fbf826e elementor-widget elementor-widget-heading\\\" data-id=\\\"fbf826e\\\" 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\\\">Passer de l\\u2019invisibilit\\u00e9 \\u00e0 la ma\\u00eetrise<\\\/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-7a6f00b e-flex e-con-boxed wpr-particle-no 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k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" 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class=\\\"elementor-element elementor-element-504a6d3 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=\\\"504a6d3\\\" 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-e55f83b elementor-widget elementor-widget-image\\\" data-id=\\\"e55f83b\\\" 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\\\/passer-de-linvisbilite-et-a-la-maitrise-150x150.webp\\\" class=\\\"attachment-thumbnail size-thumbnail wp-image-7909\\\" alt=\\\"passer de l&apos;invisbilite\\u0301 et a\\u0300 la mai\\u0302trise\\\" \\\/>\\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-a87db3c 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=\\\"a87db3c\\\" 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-4ab4bd4 elementor-widget elementor-widget-heading\\\" data-id=\\\"4ab4bd4\\\" data-element_type=\\\"widget\\\" data-e-type=\\\"widget\\\" data-widget_type=\\\"heading.default\\\">\\n\\t\\t\\t\\t\\t<h2 class=\\\"elementor-heading-title elementor-size-default\\\">Questions fr\\u00e9quentes sur le cadrage d'un projet d'IA<\\\/h2>\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<div class=\\\"elementor-element elementor-element-44c3749 uael-faq-box-layout-yes align-at-left elementor-widget elementor-widget-uael-faq\\\" data-id=\\\"44c3749\\\" 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-721' class=\\\"uael-faq-wrapper\\\">\\n\\t\\t\\t\\t<div class=\\\"uael-faq-container uael-faq-layout-accordion\\\" data-layout=\\\"accordion\\\" >\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-b9f72bc\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-b9f72bc uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-1-6aad480bded20\\\">Comment savoir si mon organisation utilise d\\u00e9j\\u00e0 de l'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>En r\\u00e9alisant un inventaire des usages. L'IA est souvent int\\u00e9gr\\u00e9e dans des outils achet\\u00e9s pour d'autres fonctions : plateformes publicitaires, logiciels de recrutement, services client, outils d'analyse. Passer en revue ces outils et demander \\u00e0 leurs fournisseurs s'ils reposent sur des mod\\u00e8les d'IA permet de r\\u00e9v\\u00e9ler des usages jusque-l\\u00e0 invisibles.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-744bca5\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-744bca5 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-2-6aad480bdfccc\\\">Pourquoi est-il risqu\\u00e9 d'utiliser de l'IA sans l'avoir identifi\\u00e9e ?<\\\/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>Parce qu'un usage non identifi\\u00e9 \\u00e9chappe \\u00e0 toute \\u00e9valuation : ses risques, ses biais, sa conformit\\u00e9 au RGPD et \\u00e0 l'AI Act ne sont pas v\\u00e9rifi\\u00e9s. Il peut traiter des donn\\u00e9es personnelles ou influencer des d\\u00e9cisions sans encadrement. Ces angles morts se r\\u00e9v\\u00e8lent souvent au moment d'un incident ou d'un contr\\u00f4le, trop tard.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-d709f4e\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-d709f4e uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-3-6aad480bdfd32\\\">La publicit\\u00e9 en ligne utilise-t-elle de l'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>Fr\\u00e9quemment. Le ciblage des audiences, les ench\\u00e8res automatiques, la cr\\u00e9ation de segments et l'optimisation des campagnes s'appuient souvent sur des mod\\u00e8les pr\\u00e9dictifs et des syst\\u00e8mes d'apprentissage automatique. Une organisation qui fait de la publicit\\u00e9 en ligne utilise donc probablement de l'IA, m\\u00eame sans l'avoir d\\u00e9cid\\u00e9 explicitement.<\\\/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-b45b909\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-b45b909 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-4-6aad480bdfd90\\\">Qu'est-ce qu'un inventaire des usages 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>C'est un recensement structur\\u00e9 des syst\\u00e8mes d'IA pr\\u00e9sents dans une organisation. Pour chacun, il pr\\u00e9cise les outils concern\\u00e9s, les donn\\u00e9es utilis\\u00e9es, les d\\u00e9cisions prises ou influenc\\u00e9es, le degr\\u00e9 d'autonomie du syst\\u00e8me et la personne responsable. Il constitue la base de toute d\\u00e9marche de gouvernance de l'IA.<\\\/p><\\\/span>\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div id=\\\"uael-accordion-f1315bb\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-f1315bb uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-5-6aad480bdfdeb\\\">Qu'est-ce que le shadow AI, et pourquoi est-ce un probl\\u00e8me ?<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class=\\\"uael-accordion-content\\\" role=\\\"tabpanel\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span><p>Le shadow AI d\\u00e9signe les outils d'IA utilis\\u00e9s par des \\u00e9quipes sans validation officielle de l'organisation. Ces usages \\u00e9chappent aux contr\\u00f4les de conformit\\u00e9 et de s\\u00e9curit\\u00e9, et peuvent exposer l'organisation \\u00e0 des risques non ma\\u00eetris\\u00e9s \\u2014 notamment en mati\\u00e8re de traitement de donn\\u00e9es personnelles.<\\\/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-ae4eba4\\\" class=\\\"uael-faq-accordion\\\" role=\\\"tablist\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t<div class= \\\"uael-accordion-title\\\" aria-expanded=\\\"false\\\" role=\\\"tab\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon uael-accordion-icon-left\\\">\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-closed\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-right\\\" viewBox=\\\"0 0 256 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-accordion-icon-opened\\\"><svg class=\\\"e-font-icon-svg e-fas-angle-up\\\" viewBox=\\\"0 0 320 512\\\" xmlns=\\\"http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\\"><path d=\\\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\\\"><\\\/path><\\\/svg><\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<\\\/span>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<span class=\\\"uael-question-ae4eba4 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-6-6aad480bdfe44\\\">Faut-il une d\\u00e9finition pr\\u00e9cise de l'IA avant de la gouverner ?<\\\/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>Oui. Le terme \\u00ab IA \\u00bb recouvre des r\\u00e9alit\\u00e9s tr\\u00e8s diff\\u00e9rentes, des outils d'automatisation simples aux syst\\u00e8mes capables d'agir de fa\\u00e7on autonome. Sans d\\u00e9finition claire, il est impossible de concentrer les efforts de conformit\\u00e9 l\\u00e0 o\\u00f9 les risques sont r\\u00e9els.<\\\/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-5d95904\\\" 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-5d95904 uael-question-span\\\" tabindex=\\\"0\\\" id=\\\"uael-faq-7-6aad480bdfe9f\\\">Par o\\u00f9 commencer concr\\u00e8tement pour encadrer l'IA dans mon organisation ?<\\\/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>Par un inventaire structur\\u00e9 des usages existants. Il s'agit de recenser les outils concern\\u00e9s, les donn\\u00e9es qu'ils traitent, les d\\u00e9cisions qu'ils influencent, leur niveau d'autonomie et les personnes qui en sont responsables. Cet inventaire constitue la base de toute d\\u00e9marche de gouvernance de l'IA.<\\\/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-c7233e5 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=\\\"c7233e5\\\" 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-b50297f elementor-widget elementor-widget-spacer\\\" data-id=\\\"b50297f\\\" 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-873ff76 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=\\\"873ff76\\\" data-element_type=\\\"container\\\" data-e-type=\\\"container\\\" data-settings=\\\"{&quot;background_background&quot;:&quot;classic&quot;}\\\">\\n\\t\\t\\t\\t\\t<div class=\\\"e-con-inner\\\">\\n\\t\\t[elementor-element k=\\\"fea82a2c8f14c12ddd617e595b81a5d2\\\" data=\\\"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\\\"]\\t\\t\\t<\\\/div>\\n\\t\\t\\t\\t<\\\/div>\\n\\t\\t\",\"scripts\":[],\"styles\":[]}}"]},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"anastasie","author_link":"https:\/\/guenix.digital\/en\/author\/anastasie\/"},"uagb_comment_info":0,"uagb_excerpt":"Utilisez-vous d\u00e9j\u00e0 de l\u2019IA sans le savoir ? Pourquoi tout commence par un inventaire De nombreuses organisations pensent ne pas encore utiliser d&rsquo;intelligence artificielle. En r\u00e9alit\u00e9, elles en utilisent souvent d\u00e9j\u00e0, sans l&rsquo;avoir identifi\u00e9e. Cet article explique pourquoi l&rsquo;IA est fr\u00e9quemment pr\u00e9sente sans \u00eatre nomm\u00e9e, pourquoi c&rsquo;est un angle mort \u00e0 risque, et comment y","_links":{"self":[{"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/posts\/7896","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/comments?post=7896"}],"version-history":[{"count":31,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/posts\/7896\/revisions"}],"predecessor-version":[{"id":8129,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/posts\/7896\/revisions\/8129"}],"wp:attachment":[{"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/media?parent=7896"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/categories?post=7896"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/guenix.digital\/en\/wp-json\/wp\/v2\/tags?post=7896"}],"curies":[{"name":"There are no reviews for this movie on this website.","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}